{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize the neighborhood sequences within each sequence cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## An example of LA\n",
    "\n",
    "Suppoose we have applied two sequence methods to assess the dissimilarity of neighborhood sequences and obtained two clusterings on neighborhood sequences. These two neighborhood sequences clusterings are stored as two columns in a csv file together with neighborhood types in 1970, 1980, 1990, 2000, and 2010.\n",
    "\n",
    "We first read the csv file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GEO2010</th>\n",
       "      <th>1970</th>\n",
       "      <th>1980</th>\n",
       "      <th>1990</th>\n",
       "      <th>2000</th>\n",
       "      <th>2010</th>\n",
       "      <th>seqC1</th>\n",
       "      <th>seqC2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>06059062641</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>06059062643</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>06059099251</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>06059099305</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>06059099306</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       GEO2010  1970  1980  1990  2000  2010  seqC1  seqC2\n",
       "0  06059062641     5     7     5     9    10      4      4\n",
       "1  06059062643     6     5     6     6    10      5      4\n",
       "2  06059099251     5     1     1     1     1      2      7\n",
       "3  06059099305     1     1     1     1     1      1      7\n",
       "4  06059099306     1     1     1     1    10      2      7"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_LA = pd.read_csv(\"data/LA_sequences.csv\", converters={'GEO2010': lambda x: str(x)})\n",
    "df_LA.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The two neighborhood sequences clusterings labels are store in \"seqC1\" and \"seqC2\". We can call the index plot function in `geosnap` to visualize the compositions of sequences within each cluster:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/weikang/anaconda3/lib/python3.6/site-packages/pyarrow/pandas_compat.py:698: FutureWarning: .labels was deprecated in version 0.24.0. Use .codes instead.\n",
      "  labels = getattr(columns, 'labels', None) or [\n",
      "/Users/weikang/anaconda3/lib/python3.6/site-packages/pyarrow/pandas_compat.py:725: FutureWarning: the 'labels' keyword is deprecated, use 'codes' instead\n",
      "  return pd.MultiIndex(levels=new_levels, labels=labels, names=columns.names)\n",
      "/Users/weikang/anaconda3/lib/python3.6/site-packages/pyarrow/pandas_compat.py:742: FutureWarning: .labels was deprecated in version 0.24.0. Use .codes instead.\n",
      "  labels, = index.labels\n"
     ]
    }
   ],
   "source": [
    "from geosnap.visualize import indexplot_seq"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### (1) \"seqC1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/weikang/Google Drive/python_repos/geosnap/geosnap/analyze/dynamics.py:508: MatplotlibDeprecationWarning: \n",
      "The set_cmap function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use ScalarMappable.set_cmap instead.\n",
      "  colorbar.set_cmap(cluster_cmap)\n",
      "/Users/weikang/Google Drive/python_repos/geosnap/geosnap/analyze/dynamics.py:516: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "indexplot_seq(df_LA, clustering=\"seqC1\", palette=\"pastel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/weikang/Google Drive/python_repos/geosnap/geosnap/analyze/dynamics.py:508: MatplotlibDeprecationWarning: \n",
      "The set_cmap function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use ScalarMappable.set_cmap instead.\n",
      "  colorbar.set_cmap(cluster_cmap)\n",
      "/Users/weikang/Google Drive/python_repos/geosnap/geosnap/analyze/dynamics.py:516: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "indexplot_seq(df_LA, clustering=\"seqC1\", palette=\"pastel\", ncols=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/weikang/Google Drive/python_repos/geosnap/geosnap/analyze/dynamics.py:508: MatplotlibDeprecationWarning: \n",
      "The set_cmap function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use ScalarMappable.set_cmap instead.\n",
      "  colorbar.set_cmap(cluster_cmap)\n",
      "/Users/weikang/Google Drive/python_repos/geosnap/geosnap/analyze/dynamics.py:516: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "indexplot_seq(df_LA, clustering=\"seqC1\", palette=\"pastel\", ncols=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### (2) \"seqC2\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/weikang/Google Drive/python_repos/geosnap/geosnap/analyze/dynamics.py:508: MatplotlibDeprecationWarning: \n",
      "The set_cmap function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use ScalarMappable.set_cmap instead.\n",
      "  colorbar.set_cmap(cluster_cmap)\n",
      "/Users/weikang/Google Drive/python_repos/geosnap/geosnap/analyze/dynamics.py:516: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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we117nTtous19mnYG5Xafa2lnAO7ZtpJxswXTjMF7D81/tLfRhNdLe+4P4DSasL+dZmznfwAr+nj9707zn8232nPfTNPl7fnADpO9Hmgm3VlP84nB19rn69ePh2Z5sg+1P6fb2+f9XdxzNvDH0sx4fWv7mI/q9/EwyWt3ksd4FPeczfjXX6Xzx697PVf3eq21283je283j9M8brfNpTyeMIsxj0fya6LXW7vdTL73djM5zeR221zK5PfQ/K78sn1NfYmmwTFK50/vV7TFapZExGeABZn5hNK1aHIRsQG4MjNXlq5FUjfM47nBPJbqYCbPDWayZotDPzoUEUfTLAn0VZpuNc+iWWJm/Lg0SVKHzGNJGh1msqSpdDaZZkQ8MSKuiojvRMQru7rOiLuFpovUB2nGZ/5PYGU6Pl7SLDKPAfNY0ogwkwEzWdIUOhn6ERE70Ix7+QOa8TfrgZMyc9PQLyZJmpR5LEmjw0yWpP501aPicOA7mfm9bJZM+Td6liCSJM0a81iSRoeZLEl96KqhYl+aGU3HbGm3SZJml3ksSaPDTJakPnQ1mWZMsO0eY0wiYhWwCmDlK9/22KOXP7+jUjSqDr5pl9IlSLPm4GMnzMXZMGUeg5kMcMPic0uXUMzqC+8oXYJm23N3Kl1BOXFyqTwG3yNrCo+76ZzSJUizasmxp06YyV01VGyhWcd3zGLgR707ZOZaYC3AustudY3UytTcSPHjI35RugQVsXupC0+Zx2AmS9Is8T2yJPWhq4aK9cDDI2IJ8EPg2cAfd3QtzUEH3vrD0iUUs3HzHqVLUAmHF7uyeawp3fmAJ5UuQbPsklt2LV1CMct2K3p5M1nSPVx9RN2r8i6ZZHsnDRWZeVdEvBi4ANgBOCMzv9nFtaS5xi59tTq1yFXN4/7VPPxh3YE2oNZmxa7nlS6hoJOLXXm6mVzzkLRquf5Lda68+aOlSyhq2W4rJtzeVY8KMvOTwCe7Or+kuWfxrX5qW4J5LE1sxaaKG45r/mNoZdnLm8mSetX8QQkwaSZ31lAhbc8lx9Tb5fS6zSeVLqGchaULKGfitmJpNNT6B/u6AyvO44qZx5I0+myoKKzaLn2bTyxdQTHVPufV862xpNGx4jCHfkjSKLjwxLrnqFg2yXYbKlREzX+s77ml3kaavQ+4q3QJkvRrVWfSWbeVrqCclaUL6N/yTZV3Ca/QeQfet3QJmmV7bq78T/JJJpyv/KeiUl6yfmnpEop5+2H1NtKsOLfiN1wry0ymKUkTueKQQ0uXUMwhpQuQtsPGqfp8vuKh0dtjQ0VhSzfV2R38nEW3li6hmJonzLlmcekKypls6SVpFNTe7bRGn93r66VLKOYQmyokaeTNuKEiIvYD1gF7A9uAtZn51oh4A3BCu+16YGVm/mgYxWr+qHps7GE7la6gmMUfO7p0CfOWmTy4jYvr7fVy3eZ6G4+rVXHDcdfMY0ka3CA9Ku4C/iIzvxoRuwGXR8RFwD9m5t8CRMRLgf8PeMHgpc5PB976w9IlFLFm67bSJaiAl5QuYH4zkwe0kNNLl1CQq1/UptYenQDs0/kVzGNJGtCMGyoycyuwtf3+5ojYDOybmb0rc+8C5GAlzm8Ljr+kdAlFrOY+pUsopuZGmgU/+1TpEgrq9tN6M3lwi299UukSynF8bHU2Lqy3F83B7NLp+c1jSRrcUOaoiIj9gccAX2lvv5FmLb5fAPb1lnqsXlRxI82yemeyXj2L1zKTJU1lxaZzSpdQzuGzN8zLPJakmRm4oSIidgXOBU7LzJsAMvOvgb+OiFcBLwZeM8Fxq4BVACtf+TaOXv78QUuRNOJqnkh0tpbDM5Ml9eW59c6XNFuGkcdvPO0UTnrK42evaEkaEZE5815nEbEAOB+4IDPXTHD/Q4FPZOZB2z3RJ95Qb9e3nywqXUEZvkGqUs3DXlbvsyK6vsawMnndZbdWmcknbf156RI0y85ZtEfpEop53E319qhYcuypcyaPr/nM6VXmsVSTzy+se56oFYfvMmEmD7LqRwDvBTb3BnBEPDwzr25vHg98a6bXkDS/1DzspWtmsqTpuPqIepek7Xq5aPNY0nTcsPjc0iUUNvHkzoMM/TgSOAX4RkRc0W57NfAnEfFImqWXvk8fsxmvecxDByhjbttzy4mlSyjihq21/0LWyYaKTg0tk6Va1NyL5hzq7U3C4Z1fwTyWpAENsurHF4CJuml8cublqBb+wVqps24rXUE5K7s9vZksaTrq/gSv26VZzWNJGtxQVv3QzNX6RmHd+jp7kkC9zzkArvohSZIkaQp+rC1JkiRJkkaGPSqkWVbzEp3XLC5dQUH7lC5Aku7mEExJ0iizoUJFrNhU77Joayod/lDrxLFjup5lXpIkSZovbKiQNCuqnpsD6HryNmkQlxyza+kSNMuuW7+8dAnFrOh+1Q9J0oAGbqiIiB2ADcAPM/O4du3o/w08A/gV8M7MfNug15E0971k/dLSJZRzwuxcxkyeuQXHX1K6hGJq/qNV6op5LKkfNQ8LByZdGW8YPSpeBmwGFvZcaj/gUZm5LSL2GsI1JM1xB+12ApccU7qKcpbN3qXMZEkaDeaxJM3QQA0VEbEYeArwRu5efe+FwB9n5jaAzLx+oAo1L21cfGrpEorZc8utpUso4jrqHv6xbLfuh36YyZqpmucNqtW6A08qXcK8Zh5L0mAG7VHxFuDlwG492x4GPCsilgM/AV6amVcPeB3NMws5vXQJBdX75rDqCTVnZ9UPM3kAF97y1NIlFHPdgXVOWbX3AXeVLqGYFedW3Dh1+Kx8WGIeS+pLzR/gAhw8yfYZvzOJiOOA6zPz8og4queu+wG3ZeahEfFHwBnA4yY4fhWwCuDpf7+S3z356JmWImkOOGnrz0uXUNgunZ59mJm88pVv4+jlz++0Xo2WFT9ZU7qEMn5SuoCSFpUuYN4aZh6/8bRTOOkpj5+FqiWVUvcHuAATN9REZs7odBHxf4BTgLuAnWjG330YOBR4YmZe204a9PPM3H1751rzo3UzK0Jz1vJN9U4ac96BdS5PCpVPFrTy1Ojy9MPM5HWX3VplJtf86fqycz9YugTNsisOObR0CcUccsghcyaPr/nM6VXmsaR6LDl24vfIM+5RkZmvAl4F0LYW/2VmnhwRbwKOoWklfgLw7ZleQ/PX4lufVLqEYpZu2rd0CcWsWbaudAnFrJ56l4GYydL0XXjiM0qXUEzVjVOHHNLp6c1jSRpcF4NS3wS8PyL+HLiFyfpyqGo1LwN48dZtpUsoYvWFd3DwltJVFLSy2JXNZEkaDeaxJPVpxkM/hsmhH/VZveg+pUtQAddcfFvpEoqZrFvbKKo1k6ue7LVSNa9EVLPV+6yYM3ns0A9J893Qh35oOGods79mWb3zNNRsdc09KiSNnFr/D67eytIFSJKmYkNFQb5BUk18vUvS6LhmcekKyllSugBJ0pRsqChozbL7+sdbhWp+zmvuSdP1ZJrSIFZsOqd0CZplVa9AVboASdKUbKgorOZPNGpV8x/rx1z/6NIllLNP6QKkyd35gHpXYqrVnlv2KF1COeaxpBFS82qI22NDhYpYvumOaj/NOWi3E0qXUMxvr7+ldAnldLsaniRNS9W9aA53sQ1Jo2PLLp+ysWICAzVURMQewOnAQUACzwd+CbwL2BW4FnhOZt40WJnz15KlO5UuoYh165ezZ6UTKy477LzSJRSz5rA6l2YFWM2Kzq9hJmumLjlm19IlFHHd5no/r1nxs9IVzG/msaR+2UgxsUH/h34r8OnMfHpE3BfYGbgI+MvM/I+IeD7wV8DfDngdzTM1Lwm3ZmvpCsqpeX6OWZpl3kweQNWfMG8qXUAZNQ/Fq/U5n0XmsSQNYMYNFRGxEHg87dvvzLwDuCMiHgl8rt3tIuACDGHp16r+Y12dMZOl6at5KB58sHQB85Z5LEmDG6RHxW8CPwHeFxEHA5cDLwOuBI4HPgo8A9hvooMjYhWwCuDpf7+S3z356AFKkTQnPLfOoU6zxEweUM2TGy+pdSjeufX+sV716737Swwtj9942imc9JTHd1+xJI2YyMyZHRhxKPBl4MjM/EpEvBW4CXg/8DbgQcDHgJdm5oO2d641P1o3syLmgdWL7lO6BM2ydeuXly6hmMfdVG/X+iXHnhpdnt9MHtxL1i8tXYI0a95+2MWlSyhm9T4r5kweX/OZ06vMY6kmtc9RseCEfSfM5EF6VGwBtmTmV9rbHwJemZl/CywDiIhHAE8Z4BrSvFPz/ByOie6UmTygBcdfUrqEYmpuQJU6YB5L0oBm3FCRmddFxA8i4pGZeRWwFNgUEXtl5vURcR/gb2hmN5bUqrkXzRrqnbhudcfnH2Ym1zqPyroDTypdgmZZ1Q3H6ozvkSVpcIOu+vES4P3tbMbfA54HrIiIF7X3fxh431QnqfVNMdT7xvjgm3YpXUIxGxfeWrqEYg464K7SJcx3Q8lkqRY1v/+44pBDS5dQzj6zchXzWJIGMFBDRWZeAYz/n+6t7Zc0qYOXnl26hGIOLl2ACjm58yuYydI0VTzB72e3fr10CcUcwiGdX8M8ltSvbz70J6VLKOoQ9p1w+6A9KjSgWrudrtlauoJyqh76sXVb6RKKWT07n+BJmoYLb3lq6RKKWb3o46VLkCQBhxx8ZekSCpu48diGChVRc3fbNcvqnaeh6lUVTihdgDS5FZvqXJFnHXUOvwS4c2t9SxCPWWAeSxohNTeaAyzbbeLtNlSojIq721Jxr4Kql8NjRekSJI2z4rDzSpdQTM0rvZjGkjT6bKgorNqeBTU3VEiSVNjeTm4sSRphAzVURMTLgD8FAnhPZr4lIv4ReCpwB/Bd4HmZ+fOBK52nrllcuoIylpx1W+kSyql46Ee1DXMAK7u/hJmsmbrwxGeULqGI69bX+3nNSVsrjoETdu/8EuaxJA1mxv9DR8RBNAF8OE3gfjoiPgFcBLwqM++KiL8HXgW8YhjFzkdLltbZs6DmSRWlLpjJ0vTVOjcHUHnPxm5XYTKPJWlwg3yUcADw5cz8JUBE/AewPDP/oWefLwNPH+AakuaTqt8Yd85Mlqap1p4kUHdvkhWHd34J81iagcW3Pql0CUVcXbqAETXI/1JXAm+MiAcB/w08Gdgwbp/nA/8+wDU0T9W8RCcVD3tZd2C9M+zPwhtjM1lS32pdHr3R+XSaQ8vjWv9wq9mWXT5VuoRian3sy2qOY4CVp064ecYNFZm5ue22dhFwC7AR+PXMTBHx1+3t9090fESsAlYBvPu5p7DqqMfPtBRpbqm5V8H60gXMX2aypOmo+gODjg0zj//lhW/i1D/sdqiKJI2igfr9ZeZ7gfcCRMTfAVva758LHAcszcyc5Ni1wFoAzjx9wn3mvZr/YFV11mzdBn6C1ykzWZJGw7Dy+M6P/tA8lua5WhdXGLNkku2DrvqxV2ZeHxEPAf4I+N2IeCLNxEBPGBubp0mcdZuNFaqGn951z0yWpNFgHkvq19VH1DtfEnTUUAGc246/uxN4UWb+LCLeAdwPuCgioJlM6AUDXkeSNDUzeQArfrKmdAnFXHjAS0uXUMSycz9YuoRiav4Eb8mxs3KZoeTxguMv6b5SjZaLSxeg2Xbd5nonNwaa9ZEmMOjQj8dNsO23BjlnVexNoYpceMtTS5dQ1LLdur+GmTyYNY95aOkSilld8R/stfr8wnonN57s07thMo8laTAj0XyzcfHEM33OexfDxoW3lq6iiINv2qV0CcXU+pxD3bPML9ut+zkqJEmSpPlgJBoqVJ+Dl55duoRiDi5dQEln3VG6gnJWli5AU1l9Yb2vz1qXDt77gLum3mm+2ly6AEkS1P1BXmPiD/NsqCio5k/WVSmHO0nSSKj7jbE93CRp1NlQUVDNwx9Up3Xrl5cuoZgVk0wUJI2CWv9oXXFuvb1orlx239IlSJI0KRsqJM2aFZvOKV1COYdXOhfPHFLtfEnAnlvq7OG37sDSFZRUZ+OUJGlumLKhIiLOAI4Drs/Mg9ptzwBeCxwAHJ6ZG9rt+9OMeryqPdxl8CQBcM3Ft0HNy+EN6TxmcncWcnrpEopZsal0BZpt66hzXhIA9hnOacxjSepOPz0qzgTeATPJNnUAACAASURBVKzr2XYl8EfAuyfY/7uZecjgpUmaT5YsdX6KITkTM7kTVb9Gz7qtdAWaZbUO92kMbY6KMzGPJQ2o5sm8gUknnJ+yoSIzP9e2Avdu2wwQEQPXVbuaV7+o1Zqt20qXUMzSTfVOYHbwscM5j5ksSaPBPJY0DNdU3OMYJu913MUcFUsi4mvATcDfZObnO7jGvGAjRZ2Wb6qz1XTJ0p1gUc2v+ZNLXdhMlqTRYB5LUp+G3VCxFXhIZv40Ih4LfCQifjszbxq/Y0SsAlYB/M1p7+bpT1k15FJG38aLT7axokI1dy931Y9ZN6NMfvdzT2HVUY+f5VJVVK1LB1c85KXqrsYri1x1Znn8ruexatUxs1yqJJU31IaKzLwduL39/vKI+C7wCGDDBPuuBdYCbPwMOcw6JI0mx0TPrplmMmeeXmUmX3jLU0uXUMyycz9YugTNspq7Gg9rcuPpmHEe59lV5rFUk8W3Pql0CSNpqA0VEfFg4MbM/FVE/CbwcOB7w7zGfGJvCtVk48Uns7R0ESUNaZb56ZhpJte6TOd1m+tcohNg3YF1rgBRd+NpvVYXuKbvkSVpevpZnvQc4Chgz4jYArwGuBF4O/Bg4BMRcUVm/iHweOD1EXEX8CvgBZl5Y1fFz3UO/VBNDl56drNEabWG88f/bGRyrct0nrTVTzSqs7Xe5tNzFu1RuoRyhrc8qe+RJakj/az6MdnHLOdNsO+5gB9PSJpQzfNzDIuZLGkY9j7grtIlzHnmsSR1p4tVPyRJc1itYyVr/oT50fe9unQJmnW7li5AkgRs2eVTlX+YN/HKeDZUSJJUuesfVmJ6wfL2+u41pUuQJFWu7kaKyY1EQ0Wt46EB1my9b+kSili+qd5l0c47sM7nHGD1ovuULkGSfq3WBhqofKWXlXVOGCxJc8lINFTUrNo/3BbV23JYYrbxUbFu/fLSJRSz4vDSFWgqB9+0S+kSijnwsz8sXYJmmcuTSpJGmQ0VkmbN4246p3QJBfkJniRJktSPvhoqIuIM4Djg+sw8qN32BuAEYBtwPbAyM38UEbsDZwMPac//5sx83/bOX+vEbQDXXPyp0iUUUfPwh5qt3lK6grmv6zyuWc3LRd/5saNLl6BZVvP/w8Pq2WgeSxqGC295aukSilq228TbIzOnPDgiHg/cAqzrCeKFmXlT+/1LgQMz8wUR8Wpg98x8RUQ8GLgK2DszJ52U4M6P/nDqIjSv1Dy7vkvC1WnZbrvHMM7TdR5DvZl8yTH1roLwG1/ZvXQJRfz4iF+ULqGYyueomDN5TJ5dZR7X7JqLbytdgmbZ1Uc8o3QJRU32HrmvHhWZ+bmI2H/ctpt6bu4CjAVpArtFRNCsfXUjsN2/zBYcf0k/ZcxLNY/Zr9WVN3+0dAnFVDsnCzDZ0kvT1XUeA3zzoT8ZSq1zzV7frfNxA/z4iDpH7V+3ud4RsBeeWO8b42VDOs9s5LEk1Wqg/6Ej4o3ACuAXwFi/0XcAHwN+BOwGPCszt01w7CpgFcC73/U8Vq06ZpBSNMfcsPjc0iUUs+eWE0uXUMy6iod+dD2Z5iB53B5ffSbX3HC84tya54+p05rF9Q79WLbbik7Pbx5L0uD6GvoB0LYYnz/WtW3cfa8CdsrM10TE04EjaYYAPgy4CDh4XAvzPVXcra3WN8Y1N1TUbPWF9S5LO6yuxtBxHkO1mVxrHgOctPXnpUvQLNuyS51zZAEsOXYO5fHdPTIkab6a+dCPPvwr8AngNcDzgDdl0wLynYi4BngUcNmQriVpjnI5vFlhHs9QzQ2oCzbV2YhY8/CHK2+ut0fFLC4Tbh5L0gzNuKEiIh6emVe3N48HvtV+/1/AUuDzEfEbwCOB7w1UpaR5oebJgrpsqDCPh6PmHj/rDjypdAlF7F3xFAF1zxnUHfNYkoaj3+VJzwGOAvaMiC00LcNPjohH0iy/9H3gBe3ubwDOjIhv0HTjeEVm3jDswjW3Ld3U7fjQUVbzEojw8dIFFDScyTTNY3VhxaY656hYR50NNAB3bq13SdoFJwznPOaxJHWn7zkqOlXpeGiod0x0zeOha16ateau9av3WTG0MdGdqzSTN148nMakuWjjwltLl6BZtuKw80qXUE6cPHfy2DkqJM1/nc5RIU1LzUvSPq7i9bGv3q3eoR/SKKu58bhW11T8f9GSY0tXIEmaig0VhdX6CfO69fUu0bliab2fYp239aOlSyim6+XwNLiFnF66hGIW/Kx0BZpt5x3mZJqSpNFlQ4WkWXPQbkMaGCx1YPGtTypdQjF3PqB0BWXUPBRv9YV1zksCwMrSBUiSpmJDhYqotScJwBUbH126hGKO/v4tpUso54TdS1fQtwtveWrpEoq4blG9/yXufUCdq1/UvOoHm0oXIEnS5Op9V6aiql4WbdGVpSso54p6x0TDqaUL0BRqXfkC4MIDnD+mNtcsLl1BOV0uFy1JGo4pGyoi4gzgOOD6zDyoZ/tLgBcDdwGfyMyXR8SDgA8BhwFnZuaLuyl7njjrtmrHSa47sN4l4WqdaX3N1m2wzDHRgzKTJWk0mMeS1J1+elScCbwDWDe2ISKOBk4AHp2Zt0fEXu1dtwF/CxzUfml7nrsTnFXnJ8w1D/1Ys7V0BeWsvvCO0iWUs3JoZzoTM1nSgGqek2WIzsQ8lqROTNlQkZmfi4j9x21+IfCmzLy93ef69t9bgS9ExG8NuU7NMzUP/VizdVvpEjSHmcndufDEeoc/LDv3g6VLKKLm51yDM48lqTsznaPiEcDjIuKNNC3Ef5mZ66dzgohYBawCePe7nseqVcfMsJQ5rNLeFKrT8k13OCa6O8PN5He/m1WrVg2/So2ulXXOobKsdAElzaEJfucY81iShmCmDRU7Ag8AfodmrN0HIuI3MzP7PUFmrgXWNjfO7vu4eaXioR81q7Y3ySJf7x0abiZDnZksSYMzjyVpCGbaULEF+HAbupdFxDZgT+AnQ6usEhsX1/kp1sGcXbqEYtatX166hGJuWFbv3CQdT5xrJkvSaDCPJWkIZtpQ8RHgGODSiHgEcF/ghqFVVYmNF59cugRp1hx80y6waUXpMsrZp9Ozm8mSNBrMY0kagn6WJz0HOArYMyK2AK8BzgDOiIgrgTuA5451aYuIa4GFwH0j4mnAsszc1E35c9vBS8+2saJCta54cjGw55YTS5dRzMHsMpTzmMmSNBrMY0nqTj+rfpw0yV0T/oWdmfsPUpA03y3fVO8SnZ9fWLqCuc9MlqTRYB5LUndmOvRDQ2BvijotWbpT6RKKqHluDkmSJEn9s6GiIId+qCYrDjuPNVu3lS6joIrn55AkSZKmodJ1EiVJkiRJ0iiyR0VB9qZQVc66reslOkfbytIFSJIkSXNDXw0VEXEGcBxwfWYe1G47BHgXsBNwF/BnmXlZzzGHAV8GnpWZHxp24fOBQz9UlefWOTfHsJnHkjQazGNJ6k60KyZtf6eIxwO3AOt6gvhC4J8z81MR8WTg5Zl5VHvfDsBFwG3AGVMGcZ49dRHz1DUX31a6hCLOO/C+pUtQATWveLLk2FNjGOfpPI8b1WaypCqYx5I0OibM5L56VGTm5yJi//GbadaCBtgd+FHPfS8BzgUOm1aJlam1kQJg9SKnR6nNuvXLq16edMmQzmMeS9JoMI8lqTuDzFFxGnBBRLyZZlLO3wOIiH2B5cAxGMTbtWTpTlU3VqguKw47r/LX+6ldntw8lqTRYB5L0hAM0lDxQuDPM/PciHgm8F7gWOAtwCsy81cRk/esi4hVwCqAd7/reaxadcwApcxdS5bWOW5/3frlpUso5obF55YuoZjVlb7eZ8FAeQzjMvnd72bVqlUdlyxJ85J5LElD0NccFQBt17bze8bg/QLYIzMzmsT9RWYujIhruHucyZ7AL4FVmfmRSU9e8RwVtaq5oeLgm3YpXUIxBy89u3QJ5cTJQxkTDR3nccNMljSfmceSNDpmPkfFJH4EPAG4lKYb29UAmfnrodgRcSZNeE8VwlI1qv5j/ayKh36s7PTs5rEkjQbzWJKGoN/lSc8BjgL2jIgtwGuAPwXeGhE70sxebL80qQ8X3vLU0iWUc2LpAspZNqTzmMeSNBrMY0nqTt9DPzrl0I/qrNm6rXQJxey5pd6/1quen2OfFUPrajwLzGRJ85l5LEmjY8JMdo1ISZIkSZI0MgaZo0KSpmX1hXeULqGclaULkCRJkuYGGyqkWbZi0zmlSyhmzbL7li6hmNWlC5AkSZLmCBsqJM2a1YscbSZJkiRp+2yoUBFVDwF48NbSFZTzydIFFPSU0gVIkiRJc8OUDRURsR+wDtgb2Aaszcy3RsQDgX8H9geuBZ6ZmT+LiL8CntNz/gOAB2fmjcMvX5qDnrxk6n3mqZpXexnG0A/zWJJGh5ksSd2ZcnnSiFgELMrMr0bEbsDlwNNopoa7MTPfFBGvBB6Qma8Yd+xTgT/PzGO2exGXJ63OxotPLl2CCvjxEb8oXUIxy3bbfeDl8GYljxtmsqT5bCjLk85SJpvHkua7CTN5yh4VmbkV2Np+f3NEbAb2BU4Ajmp3Owu4FHjFuMNPAuqdOVCawMFLzy5dQjln3Va6gnJWnjrwKcxjSRodZrIkdWdac1RExP7AY4CvAL/RBjSZuTUi9hq3787AE4EXD6VSSXPeNYtLV1DOsAf8mMeSNDrMZEkarr6n4I+IXYFzgdMy86Y+Dnkq8MXJxt1FxKqI2BARG9au/Wy/ZUhS9Yadx+05ezJ57bBKlaR5r9v3yOaxpDr11aMiIhbQBPD7M/PD7eYfR8SitqV4EXD9uMOezXa6tGXmWqBJX+eoqM5CTi9dQjHr1p9UuoRibjjw3NIlFDOMyTShmzyGcZnsmGhJ6kvn75HNY0mV6mfVjwDeC2zOzDU9d30MeC7wpvbfj/YcszvwBMAZE6Vxblhc7x/rGox5LEmjw0yWpO7006PiSOAU4BsRcUW77dU04fuBiPgT4L+AZ/Qcsxy4MDNvHWaxklQ581iSRoeZLEkdmXJ50lnh0I/qXHNxvas/nHfgfUuXUMzyTXeULqGYJceeOpTl8GaJmSxpPjOPJWl0zGx5UkkalsW3Pql0CZIkSZJGXN+rfkjSIF6yfmnpEiRJkiTNATZUSJoVbz/s4tIlSJIkSZoDHPohzbLVi+ptH1xTcWPFalaULkGSJEmaE2yokDRram6kkSRJktSfKRsqImI/YB2wN7ANWJuZb42INwAntNuuB1Zm5o/aNaXfCjwZ+GW7/atdPQDNTVcf8Yypd5qnPr++3vbBGxafW7qEYlbvM5zzmMmSNBrMY0nqzpTLk0bEImBRZn41InYDLgeeBmzJzJvafV4KHJiZL4iIJwMvoQnhI4C3ZuYRU9Th0kuS5ruhLIdnJkvSwMxjSRodE2bylP2wM3PrWGtvZt4MbAb2HQvg1i7cHaQnAOuy8WVgjzbIJUkDMpMlaTSYx5LUnWkNGI+I/YHHAF9pb78xIn4APAf4/9rd9gV+0HPYlnbb+HOtiogNEbFh7dq1069ckipnJkvSaDCPJWm4+h4sHxG7AucCp421FGfmXwN/HRGvAl4MvIaJu27cq9taZq4F1k52vyRpcmayJI0G81iShq+vHhURsYAmgN+fmR+eYJd/BU5sv98C7Ndz32LgR4MUKUm6m5ksSaPBPJakbkzZUNHOUPxeYHNmrunZ/vCe3Y4HvtV+/zFgRTR+B/hFZm4dYs2SVC0zWZJGg3ksSd3pZ+jHkcApwDci4op226uBP4mIR9IsvfR94AXtfZ+kmc34OzRLLz1vqBVLUt3MZEkaDeaxJHVkyuVJZ8lIFCFJHRrKcnizxEyWNJ+Zx5I0Oma2PKkkSZIkSdJssaFCkiRJkiSNDBsqJEmSJEnSyLChQpIkSZIkjYx+lifdLyIuiYjNEfHNiHhZu/21EfHDiLii/Xpyu/3wnm0bI2J51w9CkmpgHkvS6DCTJak7U676ERGLgEWZ+dWI2A24HHga8Ezglsx887j9dwbuyMy72mM3Avtk5l3buYwzGkua7waeZX6W8hjMZEnz21BW/fA9siQNxYSZvONUR2XmVmBr+/3NEbEZ2Hc7+/+y5+ZOGLCSNBTmsSSNDjNZkrozrTkqImJ/4DHAV9pNL46Ir0fEGRHxgJ79joiIbwLfAF7Qx6d3kqRpMI8laXSYyZI0XH03VETErsC5wGmZeRPwTuBhwCE0rcn/NLZvZn4lM38bOAx4VUTsNMH5VkXEhojYsHbt2gEfhiTVY9h53J7TTJakGfA9siQN35RzVABExALgfOCCzFwzwf37A+dn5kET3HcJ8FeZuWE7l7Drm6T5blhjorvOYzCTJc1vQ8lj8D2yJA3BhJncz6ofAbwX2NwbwO0kQGOWA1e225dExI7t9w8FHglcO+OyJUmAeSxJo8RMlqTuTDmZJnAkcArwjYi4ot32auCkiDiEpqX3WuB/tff9PvDKiLgT2Ab8WWbeMNSqJalO5rEkjQ4zWZI60tfQj1kwEkVIUoeG1tV4FpjJkuYz81iSRsfMhn5IkiRJkiTNFhsqJEmSJEnSyLChQpIkSZIkjQwbKiRJkiRJ0siwoUKSJEmSJI2MKRsqImK/iLgkIjZHxDcj4mXt9n+PiCvar2t7lmUiIh4dEV9q9/9GROzU5YOQpBqYx5I0OsxkSerOjn3scxfwF5n51YjYDbg8Ii7KzGeN7RAR/wT8ov1+R+Bs4JTM3BgRDwLu7KB2SaqNeSxJo8NMlqSOTNlQkZlbga3t9zdHxGZgX2ATQEQE8EzgmPaQZcDXM3Nje8xPO6hbkqpjHkvS6DCTJak705qjIiL2Bx4DfKVn8+OAH2fm1e3tRwAZERdExFcj4uXDKFSSdDfzWJJGh5ksScPVd0NFROwKnAuclpk39dx1EnBOz+0dgd8HntP+uzwilk5wvlURsSEiNqxdu3ZGxUtSjYadx+05zWRJmgHfI0vS8EVmTr1TxALgfOCCzFzTs31H4IfAYzNzS7vt2cATM3Nle/tvgdsy8x+3c4mpi5CkuS2GcpLu8xjMZEnz21DyGHyPLElDMGEm97PqRwDvBTb3BnDrWOBbYwHcugB4dETs3Ib0E2jH6kmSZs48lqTRYSZLUnf6GfpxJHAKcEzPUktPbu97Nvfs0kZm/gxYA6wHrgC+mpmfGGLNklQr81iSRoeZLEkd6WvoxywYiSIkqUND62o8C8xkSfOZeSxJo2NmQz8kSZIkSZJmiw0VkiRJkiRpZNhQIUmSJEmSRoYNFZIkSZIkaWTYUCFJkiRJkkbGlA0VEbFfRFwSEZsj4psR8bJ2+8ER8aWI+EZEfDwiFrbb7xsR72u3b4yIozp+DJJUBfNYkkaHmSxJ3emnR8VdwF9k5gHA7wAviogDgdOBV2bm/wDOA/6q3f9PAdrtfwD8U0TYc0OSBmceS9LoMJMlqSNThmNmbs3Mr7bf3wxsBvYFHgl8rt3tIuDE9vsDgYvb/a8Hfg4cOtyyJak+5rEkjQ4zWZK6M61W3IjYH3gM8BXgSuD49q5nAPu1328EToiIHSNiCfDYnvskSUNgHkvS6DCTJWm4+m6oiIhdgXOB0zLzJuD5NF3cLgd2A+5odz0D2AJsAN4C/CdN17jx51sVERsiYsPatWsHexSSVJFh53F7TjNZkmbA98iSNHyRmVPvFLEAOB+4IDPXTHD/I4CzM/PwCe77T+DUzNy0nUtMXYQkzW0xlJN0n8dgJkua34aSx+B7ZEkaggkzuZ9VPwJ4L7C5N4AjYq/23/sAfwO8q729c0Ts0n7/B8BdfbwpliRNwTyWpNFhJktSd3bsY58jgVOAb0TEFe22VwMPj4gXtbc/DLyv/X4v4IKI2Ab8sD1WkjQ481iSRoeZLEkd6WvoxywYiSIkqUND62o8C8xkSfOZeSxJo2NmQz8kSZIkSZJmiw0VkiRJkiRpZNhQIUmSJEmSRoYNFZIkSZIkaWTYUCFJkiRJkkbGlA0VEbFTRFwWERsj4psR8bp2+/sj4qqIuDIizoiIBe3250TE19uv/4yIg7t+EJJUA/NYkkaHmSxJ3ZlyedKICGCXzLylDdovAC8DHgh8qt3tX4HPZeY7I+L3gM2Z+bOIeBLw2sw8Yoo6XHpJ0nw38HJ4s5THYCZLmt+Gsjyp75ElaSgmzOQdpzoqm5aMW9qbC9qvzMxP/vrMEZcBi9v9/7Pn8C+PbZckDcY8lqTRYSZLUnf6mqMiInaIiCuA64GLMvMrPfctAE4BPj3BoX/C3S3K48+5KiI2RMSGtWvXTr9ySapQF3ncHmsmS9I0+R5Zkrox5dCPe+wcsQdwHvCSzLyy3fYe4NbMPG3cvkcD/wL8fmb+dIpT261N0nw3lK7Gvz5Zd3kMZrKk+W2oeQy+R5akAUyYydNa9SMzfw5cCjwRICJeAzwYWH2PK0U8GjgdOKHPN8WSpGkwjyVpdJjJkjRc/az68eC2lZiIuD9wLPCtiDgV+EPgpMzc1rP/Q4APA6dk5re7KVuS6mMeS9LoMJMlqTv9rPrxaOAsYAeaho0PZObrI+Iu4PvAze2uH263nw6c2N4HcFdmHjpFHXZrkzTfDWPVj9nIYzCTJc1vw1r1w/fIkjS4CTN5WnNUdGgkipCkDg19THSHzGRJ85l5LEmjY/A5KiRJkiRJkrpkQ4UkSZIkSRoZNlRIkiRJkqSRYUOFJEmSJEkaGf0sT7pTRFwWERsj4psR8bpx9789Im7pub0yIn4SEVe0X6d2Ubgk1chMlqTRYB5LUnd27GOf24FjMvOWiFgAfCEiPpWZX46IQ4E9Jjjm3zPzxUOtVJIEZrIkjQrzWJI6MmWPimyMtQYvaL8yInYA/hF4eYf1SZJ6mMmSNBrMY0nqTl9zVETEDhFxBXA9cFFmfgV4MfCxzNw6wSEnRsTXI+JDEbHfEOuVpOqZyZI0GsxjSepGXw0VmfmrzDwEWAwcHhGPB54BvH2C3T8O7J+ZjwY+A5w10TkjYlVEbIiIDWvXrp1Z9ZJUITNZkkaDeSxJ3YjMnN4BEa9pv30hcFv7/UOA72Xmb43bdwfgxszcfYrTTq8ISZp7opOTmsmSNF3msSSNjgkzuZ9VPx4cEXu0398fOBa4PDP3zsz9M3N/4JdjARwRi3oOPx7YPGjlkqSGmSxJo8E8lqTu9LPqxyLgrLbl9z7ABzLz/O3s/9KIOB64C7gRWDlwlZKkMWayJI0G81iSOjLtoR8dGYkiJKlDnXQ17oiZLGk+M48laXTMbOiHJEmSJEnSbLGhQpIkSZIkjQwbKiRJkiRJ0siwoUKSJEmSJI0MGyokSZIkSdLImLKhIiJ2iojLImJjRHwzIl7Xbo+IeGNEfDsiNkfES9vtu0fEx3v2f17XD0KSamEmS9JoMI8lqTs79rHP7cAxmXlLRCwAvhARnwIOAPYDHpWZ2yJir3b/FwGbMvOpEfFg4KqIeH9m3tHJI5CkupjJkjQazGNJ6siUDRWZmcAt7c0F7VcCLwT+ODO3tftdP3YIsFtEBLArcCNw15DrlqQqmcmSNBrMY0nqTl9zVETEDhFxBXA9cFFmfgV4GPCsiNgQEZ+KiIe3u7+DpiX5R8A3gJeNBbUkaXBmsiSNBvNYkrrRV0NFZv4qMw8BFgOHR8RBwP2A2zLzUOA9wBnt7n8IXAHsAxwCvCMiFo4/Z0SsagN8w9q1a4fwUCSpDmayJI0G81iSuhFNr7VpHBDxGuBW4FTgiZl5bduF7eeZuXtEfAJ4U2Z+vt3/s8ArM/Oy7Zx2ekVI0twTnZzUTJak6TKPJWl0TJjJ/az68eCI2KP9/v7AscC3gI8Ax7S7PQH4dvv9fwFL2/1/A3gk8L1BKpckNcxkSRoN5rEkdWfKHhUR8WjgLGAHmoaND2Tm69tgfj/wEJqJhF6QmRsjYh/gTGARTevImzLz7CnqsLVY0nw3lE/wzGRJGph5LEmjY8JMnvbQj46MRBGS1KFOuhp3xEyWNJ+Zx5I0OmY29EOSJEmSJGm22FAhSZIkSZJGhg0VkiRJkiRpZNhQIUmSJEmSRoYNFZIkSZIkaWRM2VARETtFxGURsTEivhkRr2u3HxMRX42IKyPirIjYsd3+qIj4UkTcHhF/2fUDkKRamMeSNDrMZEnqTj89Km4HjsnMg4FDgCdGxO/RrBv97Mw8CPg+8Nx2/xuBlwJv7qBeSaqZeSxJo8NMlqSOTNlQkY1b2psL2q9fAbdn5rfb7RcBJ7b7X5+Z64E7O6hXkqplHkvS6DCTJak7fc1RERE7RMQVwPU0gXsZsCAiDm13eTqw33QuHBGrImJDRGxYu3btdA6VpGp1kcftec1kSZom3yNLUjd27GenzPwVcEhE7AGcB/w28GzgnyPifsCFwF3TuXBmrgXG0jenc6wk1aqLPG7PayZL0jT5HlmSujGtVT8y8+fApcATM/NLmfm4zDwc+BxwdQf1SZImYB5L0ugwkyVpuPpZ9ePBbSsxEXF/4FjgWxGxV7vtfsArgHd1Wagk1c48lqTRYSZLUnf6GfqxCDgrInagadj4QGaeHxH/GBHHtdvemZmfBYiIvYENwEJgW0ScBhyYmTd18xAkqRrmsSSNDjNZkjoSmSMx9G0kipCkDkXpAqbBTJY0n5nHkjQ6Jszkac1RIUmSJEmS1CUbKiRJkiRJ0siwoUKSJEmSJI0MGyokSZIkSdLIsKFCkiRJkiSNjL4bKiJih4j4WkSc395+cUR8JyIyIvacYP/DIuJXEfH0YRYsSbUzjyVpdJjJkjR80+lR8TJgc8/tLwLHAt8fv2O7nvTfAxcMVJ0kaSLmsSSNDjNZkoasr4aKiFgMPAU4fWxbZn4tM6+d5JCXAOcC1w9aoCTpbuaxJI0OM1mSutFvj4q3AC8Htk21Y0TsCywH3jXFfqsiYkNEbFi7dm2fZUhS9Yaex+2+ZrIkTZ/vkSWpAztOtUNEAtcjYgAAIABJREFUHAdcn5mXR8RRfZzzLcArMvNXETHpTpm5FhhL3+zjvJJUta7yGMxkSZou3yNLUnembKgAjgSOj4gnAzsBCyPi7Mw8eZL9DwX+rQ3gPYEnR8RdmfmRoVQsSfUyjyVpdJjJktSRyOy/obZtLf7LzDyuZ9u1wKGZecME+58JnJ+ZH5ri1LYWS5rvtt+lYbon6y6PwUyWNL8NNY/B98iSNIAJM3k6q37c82wRL42ILcBi4OsRcfpUx0iShs88lqTRYSZL0uCm1aOiQyNRhCR1aOif4HXITJY0n5nHkjQ6htujQpIkSZIkadhsqJAkSZIkSSPDhgpJkiRJkjQybKiQJEmSJEkjY8d+d4yIHYANwA8z87iIeC/NetABfBtYmZm3RMQ/A0e3h+0M7JWZewy5bkmqlnksSaPDTJak4et71Y+IWE0TugvbEF6YmTe1960Brs/MN4075iXAYzLz+VOc3hmNJc13Q5tlvuM8BjNZ0vw21FU/fI8sSQOZ+aofEbEYeArw63WgewI4gPszcZCeBJwz3UolSRMzjyVpdJjJktSNfueoeAvwcmBb78aIeB9wHfAo4O3j7nsosAT47OBlSpJa5rEkjQ4zWZI6MGVDRUQcR9Nl7fLx92Xm84B9gM3As8bd/WzgQ5n5q0nOuyoiNkTEhrVr106/ckmqTFd53J7bTP7/2bvzMLnqMu//7xsJMgTCIoMGwgiOgDIooBhcBlkFBCQygopCiIgZEUcx44KO/nT0YQTHycM4PioREBgQRwUEV0AWcUMJyJrIoiAGooAsYRk2c//+OKelaKq7q7uq+pyu835dV19dderUOffpqv6k+pvvIknj4GdkSeqfMeeoiIhPAwcDTwCrAzOAszLzoJZ9dgQ+kJn7tGz7FXBEZv6sgzocfydp0HU9JnqS8hjMZEmDrSdzVPgZWZJ6YmJzVGTmhzNzVmZuQtECfBFwcEQ8H/4y/u51wK//cqaILYB1gZ93X7ckCcxjSaoTM1mS+qfj5UmHCeCUiJhR3r4aOLzl8QOBr2WnS4pIkibKPJak+jCTJakHOl6etM9qUYQk9VFPl8PrMzNZ0iAzjyWpPia+PKkkSZIkSdJksKFCkiRJkiTVhg0VkiRJkiSpNmyokCRJkiRJtWFDhSRJkiRJqo2OGyoi4hkR8auI+E55PyLi6Ii4MSKWRsR7WrZ/LiJujohrIuIl/SpekprIPJak+jCTJan3Vh3Hvu8FlgIzyvvzgI2BF2TmyojYoNz+WmCz8mt74Ivld0lSb5jHklQfZrIk9VhHPSoiYhawN3BCy+bDgU9m5kqAzLyz3D4HODULlwHrRMTMHtYsSY1lHktSfZjJktQfnQ79OA74ILCyZdvfAm+KiMUR8f2I2KzcvhHw+5b9lpXbJEndM48lqT7MZEnqgzEbKiJiH+DOzLxi2EPPBB7JzO2ALwMnDT2lzWGyzXHnlwG+eNGiReMsW5Kap195XB7bTJakcfAzsiT1T2S2/cz65A4RnwYOBp4AVqcYf3cWsB2wZ2beGhEB3JeZa0fE8cAlmXlG+fwbgJ0yc/kopxm9CEma+tp9QB3fASYnj8FMljTYus5j8DOyJPVI20wes0dFZn44M2dl5ibAm4GLMvMg4FvALuVuOwI3lrfPBeaWMxu/HLi/gw/FkqQxmMeSVB9msiT1z3hW/RjuGOD0iHgf8CBwWLn9e8BewM3Aw8DbuqpQkjQW81iS6sNMlqQujTn0Y5LUoghJ6qOedDWeJGaypEFmHktSfUxs6IckSZIkSdJksaFCkiRJkiTVhg0VkiRJkiSpNmyokCRJkiRJtWFDhSRJkiRJqo2OGyoi4hkR8auI+E55f9eIuDIiroqIn0TE88vt74yIa1u2b9mv4iWpicxjSaoPM1mSeq/j5UkjYgGwHTAjM/eJiBuBOZm5NCLeBczOzHkRMSMzV5TP2Rd4V2buOcbhXXpJ0qDr2XJ4fc5jMJMlDbaeLk/qZ2RJ6srElyeNiFnA3sAJLZsTmFHeXhu4A2AogEvTMWAlqWfMY0mqDzNZkvqj06EfxwEfBFa2bDsM+F5ELAMOBo4ZeiAijoiI3wCfAd7T7oARMT8iFkfE4kWLFk2oeElqoJ7ncbmfmSxJ4+dnZEnqgzGHfkTEPsBemfmuiNgJeH/Zre0s4NjM/EVEfADYIjMPG/bctwB7ZOYhY9Rhi7KkQdd1V+NJymMwkyUNtp4M/fAzsiT1RNtM7qSh4tMUrcFPAKtTdGW7GHhBZv5tuc/fAD/IzC2HPXcV4N7MXHuM4gxhSYOuFw0Vk5HHYCZLGmy9aqjwM7IkdW9ic1Rk5oczc1ZmbgK8GbgImAOsHRGbl7u9BlgKEBGbtTx9b+CmLoqWJJXMY0mqDzNZkvpn1Yk8KTOfiIh3AGdGxErgXuDQ8uF3R8RuwOPl9k66GUuSJsA8lqT6MJMlqTc6Xp60z2pRhCT1UU+Xw+szM1nSIDOPJak+Jr48qSRJkiRJ0mSwoUKSJEmSJNWGDRWSJEmSJKk2bKiQJEmSJEm10VFDRUTcGhHXRsRVEbG43LZeRFwQETeV39dt2X+nct/rI+JH/SpekprITJakejCPJak/Olr1IyJuBbbLzLtbtn0GuCczj4mIo4B1M/NDEbEO8DNgz8y8LSI2yMw7xziFMxpLGnQ9m2XeTJakrpjHklQfPV/1Yw5wSnn7FOD15e23AGdl5m0AHQSwJKl7ZrIk1YN5LEld6rShIoHzI+KKiJhfbnt2Zi4HKL9vUG7fHFg3Ii4p95/b25IlqfHMZEmqB/NYkvqg04aKV2XmS4DXAkdExKtH2XdV4KXA3sAewMciYvPhO0XE/IhYHBGLFy1aNN66JanJzGRJqgfzWJL6YNVOdsrMO8rvd0bE2cBs4I8RMTMzl0fETGCo+9oy4O7MfAh4KCIuBbYGbhx2zEXAUPo6/k6SOmQmS1I9mMeS1B9j9qiIiOkRsdbQbWB34DrgXOCQcrdDgHPK2+cAO0TEqhGxBrA9sLTXhUtSE5nJklQP5rEk9U8nPSqeDZwdEUP7fzUzfxARlwNfj4i3A7cBBwBk5tKI+AFwDbASOCEzr+tL9ZLUPGayJNWDeSxJfdLR8qSToBZFSFIf9Ww5vElgJksaZOaxJNVHz5cnlSRJkiRJ6ikbKiRJkiRJUm3YUCFJkiRJkmrDhgpJkiRJklQbdWmoiCq/IuIfq67B6/bavfaBv+6ppMmvk9fudXvtg3/tU0mTXyev22v32ptx3W3VpaGiavOrLqAiTb1u8NqbqKnXPdU0+XVq6rU39brBa1f9NfV1aup1g9feRLW8bhsqJEmSJElSbdhQIUmSJEmSasOGisKiqguoSFOvG7z2JmrqdU81TX6dmnrtTb1u8NpVf019nZp63eC1N1Etrzsys+oaJEmSJEmSAHtUSJIkSZKkGrGhQpIkSZIk1cZANlRExEkRcWdEXNeybeuI+HlEXBsR346IGeX2t0bEVS1fKyNim/Kxl5b73xwRn4uIEdd5rYtxXvu0iDil3L40Ij7c8pw9I+KG8tqPquJaxmOc171aRHyl3H51ROzU8pyp+JpvHBEXl6/h9RHx3nL7ehFxQUTcVH5ft9we5bXdHBHXRMRLWo51SLn/TRFxSFXX1IkJXPcLyvfDoxHx/mHHmlLv96mmqZnc1DyG5mZyU/MYzOSpoql5DM3N5KbmMTQ3kwcmjzNz4L6AVwMvAa5r2XY5sGN5+1DgU22e9yLgty33fwm8Agjg+8Brq762Xl478Bbga+XtNYBbgU2AZwC/AZ4HrAZcDWxZ9bX18LqPAL5S3t4AuAJYZQq/5jOBl5S31wJuBLYEPgMcVW4/Cji2vL1XeW0BvBz4Rbl9PeC35fd1y9vrVn19PbzuDYCXAUcD7285zpR7v0+1r6ZmclPzeALXPjCZ3NQ8nuC1m8nVvE6NzOPxXvsgZXJT87isuZGZPCh5PJA9KjLzUuCeYZu3AC4tb18AvKHNUw8EzgCIiJnAjMz8eRav1KnA6/tTce+M89oTmB4RqwJ/BTwGrABmAzdn5m8z8zHga8CcftfejXFe95bAheXz7gTuA7abwq/58sy8srz9ALAU2IjiNTul3O0UnryWOcCpWbgMWKe89j2ACzLznsy8l+JntuckXsq4jPe6M/POzLwceHzYoabc+32qaWomNzWPobmZ3NQ8BjN5qmhqHkNzM7mpeQzNzeRByeOBbKgYwXXAvuXtA4CN2+zzJsoQpngxl7U8tqzcNhWNdO3fBB4ClgO3AZ/NzHsorvP3Lc+fqtc+0nVfDcyJiFUjYlPgpeVjU/41j4hNgG2BXwDPzszlUAQWRWspjPz6TtnXvcPrHsmUve4prqmZ3NQ8hoZlclPzGMzkKaipeQzNzeRG5TE0N5Onch43qaHiUOCIiLiCogvMY60PRsT2wMOZOTR+q924q6m6lutI1z4b+DOwIbAp8M8R8TwG59pHuu6TKH7RFgPHAT8DnmCKX3dErAmcCRyZmStG27XNthxle62N47pHPESbbbW/7gHQ1Exuah5DgzK5qXkMZvIU1dQ8huZmcmPyGJqbyVM9j1edrBNVLTN/DewOEBGbA3sP2+XNPNlSDMUv6ayW+7OAO/pZY7+Mcu1vAX6QmY8Dd0bET4HtKFrOWlvTp+S1j3TdmfkE8L6h/SLiZ8BNwL1M0dc8IqZRBNHpmXlWufmPETEzM5eX3dbuLLcvo/3ruwzYadj2S/pZd7fGed0jGennoT5qaiY3NY+hOZnc1DwGM3mqamoeQ3MzuSl5DM3N5EHI48b0qIiIDcrvqwAfBb7U8tgqFN2evja0rewO80BEvLyc1XYucM6kFt0jo1z7bcAu5Qy30ykmjfk1xQQ7m0XEphGxGsU/UOdOfuXdGem6I2KN8nqJiNcAT2Tmkqn6mpe1nggszcyFLQ+dCwzNSnwIT17LucDc8nV/OXB/ee3nAbtHxLrlLMC7l9tqaQLXPZKBeL9PNU3N5KbmMTQjk5uax2AmT2VNzWNobiY3IY+huZk8MHmcNZiZtNdfFK2+yykmBFkGvB14L8WMpzcCxwDRsv9OwGVtjrMdxRiu3wCfb31OXb/Gc+3AmsA3gOuBJcAHWo6zV7n/b4B/qfq6enzdmwA3UEws80PguVP8Nf97im5Y1wBXlV97Ac+imBDppvL7euX+Afy/8hqvBbZrOdahwM3l19uqvrYeX/dzyvfGCorJoZZRTAw15d7vU+2rqZnc1DyewLUPTCY3NY8neO1mcjWvUyPzeLzXPkiZ3NQ8LmtuZCYPSh4PvSklSZIkSZIq15ihH5IkSZIkqf5sqJAkSZIkSbVhQ4UkSZIkSaoNGyokSZIkSVJt2FAhSZIkSZJqw4YKSZIkSZJUGzZUSJIkSZKk2rChQpIkSZIk1YYNFZIkSZIkqTZsqJAkSZIkSbVhQ4UkSZIkSaoNGyokSZIkSVJtNLahIiI+EREZEee1eeybEXHJOI+3SXm8fcb5vJ3K5201xn4nR8Ti8Rx7vMqfyd39PEeHddwdEZ8YY5/1I+LzEfHbiHgkIu6IiPMi4vWTVOaUFhEzIuKTEbEkIv43Ih6IiEsj4o0RsUq5T1/eDxHxwYjYqdfHHeOc20bEn+vw/tbTmcdtz2EeN0QT8rjld3z41579PrfGz0xuew4zuSGakMnludaIiGMj4rbyffLbiPjgZJy7U6tWXUAN7B4RL8vMy7s8znLgFcCve1CTRhER04CLgTWAo4HfALOA3YFdgW9VV139RcQGwCXAOsBC4ArgmcAuwAnAo8A5fSzhg8Dnyxr6LiKiPN9dmHl1Zx5PMeZxdxqWx/cDwxsmlk7CeTVxZvIUYyZ3pymZHBHPAL4HPAf4F+D3wN8Cz+rnecer6R/a7wGWUbxAXbUyZuajwGW9KGqylaG2suo6xmEnYCtg9rB/PE8r/yjV6L4IrAtsl5m3t2z/QUR8Hli7mrLGb+i9m5l/HmW3g4BnAycB8yelME2EeYx53EBNyuMnMnNK/l42lJmMmdxATcnkdwBbA1tk5p3ltksmq7ZONXboRymBfwP2jYgXjbZjRPxNRHwtIu6JiIfLLlRbtDz+tG5tEfHMiPhiRNwXEX+KiH+PiCMjItucYv2I+EZEPFh2vXnXCHW8PiJ+XXbR+UlEbDns8TUi4nMR8Ydyn8sjYvdh+1xSdt2bHxG/AR4BNmx5fNuIuKy8zl9FxA7Dnv+MssvTbRHxaERcHxFvaVPrGyPi2nKf30fE0RGx6rB9Xh0RV5e1XhERr2z7AjzVOuX3Pwx/IDOf8rONiK0i4rtlt60Hyp/xc9rs89OyhqURsW9ELI6Ik4f/zIY972ldEiNi9Yj4THm9j5bXttew590aEZ+NiPdFxLKIuLd8b60zbL9nRcTxEbG8rO2GiDiy5fFVIuKoiLi5PNeNEXHIaD+4iHgusB/wb8MCeOjnd1tmXjvCc+eV17tmu+tpuf/3EfHjiFhRfl0VEQcM7UvRWvvxeLLr706dXs9Y7902Na8FHAu8H3hstJ+NKmcem8fm8VN/fgOVx5pyzGQz2Ux+6s9vkDL5UODrLY0UtdT0hgqAbwA3UrQYtxUR6wE/AbYA3gm8EZgO/DAi/mqUY38GmAf8K/BW4G+Afx5h3y8DV1P8glwC/L+ImD1sn+dSdEP6FPAWila98yJi9WHHeRtFd6/9KLryfDci/n7YsV4FHA58CHgdRZdMKLqKnQIcD7yBoovT2RGxRstzP0nx81oE7Av8FDg9Ig4c2qEM/v8BrgTmAP9F8cfi51v22RD4PkWr/f7lOU8vaxjNVRSt2yeVv/BtewZFxPPL2lYHDqZ4Lf4O+HZE0apcvn7nAWtS/Ez/D3AcxWs1Ed8sz/NvFD/Xy4FzI2KbYfu9kaIL3nyK12Cf8jlDtf8Vxfvg9RSv917Af/DUwPkv4KMUr8PewNkUP5PRxoC+GgjgBxO5uLFExAzgO8BvKd4/+wP/zZP/cO5H8V47kaIb6Cso3iPQ+fWM9N5t5/8DlmamXR2nBvPYPDaPe6SGebxOFOPrH4/iD7x/6O4KNQnMZDPZTO6RumRyRKwGbAssi4jTo5iH4/6I+EpZY31kZiO/gE8Ad5e35wF/BjYv738TuKRl308BfwLWa9m2LsWLf0R5fxOK1ud9yvvPAv4X+EDLcwK4nrJRs9y2U/m8T7Zsm0Yxnv6Ylm0nl/u9smXbc4EngHeW919IEU6HtOyzCnAdcF7LtkvK2p7T5meSwC4t27Ypt+1Z3l8PeAj4+LDnfg+4oeX+ZcDFw/b5YPlznlXe/0z5c12jZZ+3luf7xBiv3wKK/yHP8lp+ABwwbJ//Bm4AVmvZtllZw97l/XcBjw/VVG57VXnck4f9zL457PhDr91W5f1dy/s7DtvvUuAbLfdvpRgzuGrLtuOAP7Tc/8fytdxmhOt//vDXutx+KnD5KD+3o8oanzme35GW35ME1hy2363AZ8vb25X7rDXKce8e/vp2ej0jvXdHOM8WwMPAi9pdj1/1+cI8No/TPO70d6Tl92Qq5fFB5ftkF4o/3r5b1vYPYz3Xr8n/wkw2k9NM7vR3pOX3ZEpkMjCzrOMBijlLXgO8naJR7OtjXftkftmjonAacBvw4REe3w24AFgREauWrZMPUEywst0Iz3kRRSvluUMbsnh3fHuE/c9v2e9x4CaKyW9a3ZmZP2vZ73dlDUOtyi+jCPpvtOyzsrw/vLX4isx8WrcwikC6pOX+kvL7UC1bUbTmfoOn+h9g84jYIIoJWl4ywj6rULQQUtZ9QWY+3LLPWW1qeprMXAhsChxB8TPdHvh6RHy6ZbfdKFocV7a8brdQhMbQ6zab4mexrOXYPwUm0hVqN4qudj8dOl95zgt5+vvk4sx8ouX+EmCDspUTig9zv8rMq0Y4164UoXV2m3NtU74Go8lxXNd4/AZ4EPhqRMwZ3lVvFOO5npHeu8P9J8U/pG276am2zOMnmcfmcTdqk8eZeVpmLszMizLzXIr/Ib2Moteb6s1MfpKZbCZ3oy6ZPPT3/70UDVgXZOaJwJHAARHxtx1fUZ/ZUAGUvwyfAQ6KYnzScOsDb6IIqNavnYGNRzjs0Bivu4ZtH35/yH3D7j9GEeKt2gXDnRQtY5TfHxwWagB/BNaIiGcO29bOijK4AcjMoXH9Q7UMnWv484fur0vx85o2yj7rld+fw7Brysz/pfglHlNm3p6ZX8jMN1L8I/ED4AMRMTRj7foUXZ+Gv27P48nX7Wk1lCYSwuuXxxt+vk/w9PdJu9c7gKEQfhbFLNmjnesZFP9j0XqukykmyZ05wvOGxtxNtNveqDLzXoqZpacBXwfuimL84/PGeOp4rmek9+5fRMRrKVr9F0bEOuU/BqsXD8U6w34XVCPm8VOYxwXzeALqkscj1JYUf3S9uIM/GlQhM/kpzOSCmTwBNcrke8vvPy0b/oZcVH7fkppo+qofrU6iGPvzoTaP3UPR6vupNo89MMLxhlqz/rp8Pi33J2qDEbZdX95eDqwZEWsMC+JnAw9nMevykIm2Fg4FwwYUXdJazwHFtd5D8Qs0vN7WfaD4GT1ln3Lc2VMmoulEZj4UEV+gWPrs+WVt91C0Fp/Q5ilDax//AXhBm8eH1/4ITwbkkPWG3b+HIuR6sU71nyiuYyT3UHRpfBXtZ6Me6R+RSyle+z2Am8dZ0yPl9+E/h3Vb72Tmz4E9y9dyN4oxo18FXj7KscdzPZ28d7egeB/d1Oaxe4GPUYy1VD2Zx50xj59kHhfqmMej6df/XKq3zOTOmMlPMpMLtcvkzHw4In7X5qGhVWFqs8qNDRWlzHw0illZP03RVay1helCioldri9bMztxLcWbdg5FSzTl5DSv66LMDSLilUNd2yLibyi6j32lfPxyijfo/hTjlobOuT/FREe9cB3FuP8DKCYMGvJG4MbMvKs87xXlPl8cts9K4Oct9R467B+NMSfXimLiphXDuoVBMbYOnvyFvZCiG94V5f/etHM58NaImDXUtS0iXsXTQ3gZxSQ7rV4z7P6FFBNBPZiZ3a4VfiFF96sXZ+Y1bR6/iKJ1de3MvKDTg2bm7yLibOAjEXFWZj6lRToiNgbWGWG4xFDXvxdSTMBERGwPtJ14p/xd+XYUMz63dhlt9z8hE7qeUXyTYkKpVvMoJiqaQ9G9UTVlHnfMPH6SeVzfPH6a8ndhP+DqHH15adWAmdwxM/lJZnK9M/k7wJyIWK2lZ9DQEJPaDJm2oeKpjgc+ArwS+FHL9oUUE0FdFBH/RdEi+GxgR+AnmXnG8ANl5p8i4svAv0bE48BSipmGZzDxltq7gf+OiI9RTJbySYrAObk859KIOAP4fBSztt5MsU7uCyhmgO1aZt4TEccBH42IJ4DFFMG5F3Bgy64fp5ht+SvA1yjGI34K+HLLWLfjKMbPfSciFlLM1vvh8tpGswvw6fLYl1P8Ur2SYhKc72Tm0B+hnwB+STGj80kUP7+NKMLz5My8hOIfsI+W+3wC+KuyzqHW5CFnA2+PiP9LMQnYzhQtrq0uoJgd+YKIOJaiFX8GxWRLq2fmSOM72zmV4mdzflnXDRTjDTfPzKMy84aI+BLwtYj4DMXrsDrFjM2bZ+Zhoxz7cIr39+Ly534F8EyK9/MRwFzah9QvKd77nyvfg+tRTP60YmiHiNibYsmjb1GMad2IYtKji1qO82tg74j4AUUXxhu6vJ6nKd9jy1q3RbHE0+Pl6676M4/HYB6bx0yBPC5r+RFwZnm+6RS/Cy+nN/+7qslhJo/BTDaTmSKZDPw7xe/tmVH0ttkYOBY4KTNvm8Dx+iNrMKNnFV+MsAIARQgnLTMal9s3pPiF/SPFckS3Ukww9Hfl45vQMqNxuW11itbS+ym6m3+uPO99LfvsRMusuC3bL6FlBl2KoB0KvBvLGn7a5nlrUCxhM1TnYmCP0Y7dwc8kgXe33H8GxXJSv6do+VsCvLXN895E8cv8GMUfjUfTMotvy/VfU9Z6FUW3pqfNeDvsORsDny33v4+ia+G1FAG+xrB9X0Dxv+v3UIT7zRT/2LbOYPxi4GdlDTdQfHBaTMuMxuV+Hy6v+YHytd93+GtHEWb/Wp7nMYpucz+gnEG53OdWyhmAW7bNY9hswRRj8L5M8Q/tIxTh9Z6Wx4Ni4pvry9rvogjXuR28/9em+Mfm1+WxH6Do8nYo8IyR3g8Uk1FdTvE/Br8qX6+/XA/FkItvlj+nR8vX/Us8dTbwl1JMovZQec07dXo9jPDe7eZ33q/qv0Z6bTCPzWPzeCDymGK5vd+Wr/tDwI+B11adPX6N+Ho97f1WbjeTn77dTE4zudw2ZTK53H87iiz+X4rfieMoGo0qz6ChrygL1SSJiB8C0zJzx6pr0cgiYjFwXWbOq7oWSf1hHk8N5rHUDGby1GAma7I49KOPImJniiWBrqSY4fVNFON/DqiyLklqGvNYkurDTJY0lr4tTxoRe0bEDRFxc0Qc1a/z1NyDFF2kvkGxDNdLgHmZ+c1Kq5LUKOYxYB5LqgkzGTCTJY2hL0M/olgT+0aKCVmWUYzXOTAzl/T8ZJKkEZnHklQfZrIkdaZfPSpmAzdn5m+zWPLkaxRLEEmSJpd5LEn1YSZLUgf6NUfFRhQzmg5ZRjEO7S8iYj4wH2DeUZ976c77HdqnUupt6xXTqy5Bk2zLh26vuoTKXLzLmlWXUJnd11o7Kjr1mHkMZjLA3bPOrLoEadIsOP+xqkuozrzDqspj8DNyRw5cfl/VJUiaJNPmbNQ2k/vVUNHuZE8ZY5KZi4BFAKf+8qHGLj3S1D9al0zfqOoSKtPka9/5oma+3wGYs3ZVZx4zj+GpmbzwjlPzbpr3R/v6y95QdQmVsZGmeRbuvlrVJVRmQbWnH9dn5MfPuT3xj/ZGOWPmOlWXIE2quSNs79fQj2UU6/gOmQXc0adzTVm2FqtJmtooVwMZAlUaAAAgAElEQVTmsSTVh5ksSR3oV4+Ky4HNImJT4HbgzcBb+nSuKeuMmes0trFiBidUXYIm2bLpsOmyqquo0mFVndg87pC9CprHXjSqgJksSR3oS0NFZj4REe8GzgOeAZyUmdf341xT3bR9L666hGpcWHUBqsLj67626hIqM62i85rHklQfZrI0sqb+B+5/vazpfxi1H/zRrx4VZOb3gO/16/iDYO7Lzq66BGnS3LT9AdxUdREV2r3Cc5vHkoZr9mSa1Z7eTJbUaqu1XPinnb41VIxHU7sfLlze3G6nO3BG1SVokm32i280e+jHvMqGfkjS09wyq+oKqrNp1QVIo2jyioBLpjfz2jf4zVVVl1CtbbZpu7kWDRVNtsMK/2BXczjLvKQ6aep/lAD8eNmBVZdQGRsqpHpq6sTry1hcdQkVs6GidhbMXAVmrl51GZW4+sKDqi6hMk0N4Wn3fp8Fy+xqLEmSJGl0tWio2HXJSKunDrarl8DVMx6quoxKzN31tKpLqMypl+9XdQnVmNnc/72DkdeIliRJGtLslfGaOen6rIeaed1jqUVDRZM1dRxaY/9Yx0lUm6u5vYgkSVJnmvxH6xkz16m6BFVgpP/MW2WiB4yIjSPi4ohYGhHXR8R7y+2fiohrIuKqiDg/Ijac6DkkSZ0xkyWpHsxjSepeZObEnhgxE5iZmVdGxFrAFcDrgWWZuaLc5z3Alpn5ztGOdfUPmVgR0hTU1OE+0Nz1sQGmzdko+nn8XmbywjtONZOlAdfUVccA5s6ePmXy+PFzbjeP1RhN7VHR5ImdARZsOLdtJk946EdmLgeWl7cfiIilwEaZuaRlt+lgI4TUqqnDfQDOmFl1BdXp9xwVZrIk1YN5LGk8/unyXasuoVpz2m/uyRwVEbEJsC3wi/L+0RSfy+8Hdh7hOfOB+QAfPfJ49t97fi9KkVRTF255atUlVGzyptPsNpP3P3Yerzio7W6SpHHoNo+/cPgxHLaHcxxJg+z6595VdQmV2oaN2m6f8NCPvxwgYk3gR8DRmXnWsMc+DKyemR8f7RgO/ZCaocmNFSN1a+u1XmSyQz+kwefQj/7rRR479ENNsmR6+z9YB93WDV4NEYA4qLdDPwAiYhpwJnD68AAufRX4LjBqCEtqhv2WPFZ1CdWZhCnTzGRJqgfzWJK6M+GGiogI4ERgaWYubNm+WWbeVN7dF/h1dyVKGgRbPnQ7TV0fezKYyZJUD+axNDEzOKHqEqpxStUFVGxe+83d9Kh4FXAwcG1EXFVu+wjw9ojYAlgJ/A4YdTZjSc2wZPpG/HH7+6suozK79/8UZrIk1YN5LKlzh6xedQW11M2qHz8B2o0n+d7Ey5EGX2Nbi4EtL2pwj4o5a/f18GayJNWDeSxNzKyHmvk58dTLm7ks65C5s9tv78mqH5I6t+muzW01vfrCZk6SBLB11QVIUou5dy0ce6eB9bGqC5Ckvzhw+X2cMbPZjRXt2FAhadI0e1Zjl5eTVB8Lt31u1SVUZkHVBUhSCxsp2rOhQpVo8h+sC5evrLqEymy11pyqS6jM7mtVXYEkSZI0NdhQIU2yRi/RyTeqLqA6ux1WdQWSJEnSlNB1Q0VEPANYDNyemfuUSzL9H+AA4M/AFzPzc92eZ1A1dWLFWy6sugJV4ewtV6u6hMpMVldjM1mS6sE8lqSJ60WPivcCS4EZ5f15wMbACzJzZURs0INzSBoAC85vcG+SeZN2JjNZkurBPJakCeqqoSIiZgF7A0fz5H8YHg68JTNXAmTmnV1VOOCaugzPkunNXf1hy4dur7qEyizcvbldaSajR4WZLEn1YB5LUne67VFxHPBBoHWauL8F3hQR+wF3Ae/JzJu6PI80MKbte3HVJVRmwSn2qOgzM1mS6sE8lqQuTLihIiL2Ae7MzCsiYqeWh54JPJKZ20XEPwAnATu0ef58YD7AR488nv33nj/RUqa0xv7RemFzl2q85cJHqi6hOrOqLqA6m/b5+L3M5P2PnccrDtq5zxVL0mDqZR5/4fBjOGyP5n5mktRckZkTe2LEp4GDgSeA1SnG350FbAfsmZm3lpMG3ZeZa492rFt+eMLEihgAP55xYNUlVGKHFWdUXYIq0NT3O8Dc2dOjn8fvZSYvvOPUxmaypMG3YMO5UyaPHz/ndvNYGnBnzFyn6hIqNdJn5An3qMjMDwMfBihbi9+fmQdFxDHALhStxDsCN070HJIGy92zzqy6hArN7evRzWRJqgfzWJK614tVP4Y7Bjg9It4HPAgc1odzDIzG/uG2pOoCqtPkJTpVCTNZkurBPJakDvWkoSIzLwEuKW/fRzHLsaQ29lvS3AklbaSZHGayJNWDeSxpLHPvWlh1CRX7WNut/ehRIUltLTi/uY00k7TqhyRJkjTl2VBRsV2X9Hfcel2tqLoAVeSEqguQJEmSamPhts+tuoRKLRhhuw0VkibN+W84oOoSKrN71QVIkiRJU4QNFRVa0eA5lGb4P+uNs+mjy+HSqquo0N7tx99JkiRJeiobKio0gxOY9dBrqy6jEkumN7eRpqmufib8cfv7qy6jMvaokCRJkjrTVUNFRKxDMeh8KyCBQ4GHgS8BawK3Am/NTKck0FPYo6KZrl56YNUlVGd2/09hJktSPZjHktSdVbp8/n8CP8jMFwBbA0spQvmozHwRcDbwgS7PMbCa2ptCzfTjGQ1upJg8ZrIk1YN5LEldmHBDRUTMAF4NnAiQmY+V60NvwZMj0S8A3tBtkYNq2fTvV12CNGl2WHFG1SUMNDNZkurBPJak7nUz9ON5wF3AVyJia+AK4L3AdcC+wDnAAcDG3RYpaTDcPevMqkuoUN+XIjaTJakezGNJHVtw/mNVl1Ctee03dzP0Y1XgJcAXM3Nb4CHgKIoxeEdExBXAWkDbn3xEzI+IxRGx+IzvNnMpAId+qEnO3nK1qksYdD3L5J+fdvFk1SxJg6hneXzCeadNVs2SVCuRmRN7YsRzgMsyc5Py/g4U4+72btlnc+C0zBx1GrlbfnjCxIoYAE1trHDYi5pm090Oi34ev5eZvPCOUxubyZIG34IN506ZPH78nNvNY2nATbu34X8XzWv/GXnCPSoy8w/A7yNii3LTrsCSiNgAICJWAT5KMbuxJKmPzGRJqgfzWJK619XypMA/AadHxGrAb4G3AXMj4ojy8bOAr3R5joHV1N4Uaqabtj+g6hIqtenknMZMlqR6MI8lqQsTHvrRS00e+rHprqtXXUIlbrnwkapLUAWavETp3NnT+9rVuJcc+iFpkPV76EcvOfRDGnwO/Wg/9KPbHhWSJEmaYho9y/y8qguQJI2lm1U/1KWm9qZQMzW5N4UkSZKkztmjokK3XPiIjRVqjB1WnNHwJUrnVl2AJEmSaubqWYdVXUKlth5huz0qJEmSJElSbdijokL2plCTNLs3hSRJkvR0Mzih6hIq1r5HSVcNFRHxXuAdQABfzszjIuLfgdcBjwG/Ad6Wmfd1c55B5dAPNcl+Sx5j02VVV1Ghef0/hZksSfVgHktSdyY89CMitqII4NkUQ0v2iYjNgAuArTLzxcCNwId7UagkaWRmsiTVg3ksSd3rZo6KFwKXZebDmfkE8CNgv8w8v7wPcBkwq9siB5W9KdQkje5NMTnMZEmqB/NYkrrUzdCP64CjI+JZwP8CewGLh+1zKPA/7Z4cEfOB+QBHH3kwB+796i5KmZoc+qEmuaXhH8c27f8pepbJ+x87j1cctHMfS5WkgdazPP7C4cdw2B4H9bFUSaqnCTdUZObSiDiWohvbg8DVwFArMRHxL+X900d4/iJgEcAtPzwhJ1qHpKlj1kOvrbqEgdXLTF54x6lmsiRNUC/z+PFzbjePJTVSV8uTZuaJmfmSzHw1cA9wE0BEHALsA7w1Mw1YSZoEZrIk1YN5LKlT/kdee92u+rFBZt4ZEX8D/APwiojYE/gQsGNmPtyLIiUNhmn7Xlx1CRXqf9ddM1mS6sE8ltSpZdO/X3UJtdRVQwVwZjn+7nHgiMy8NyI+DzwTuCAioJhM6J1dnkcaGE1uNX383KorqM60OZNyGjNZkurBPJakLnTVUJGZO7TZ9vxujqlmaPIf6xfvsmbVJVTmugfOqbqEyixgbt/PYSZL6lSTJziehMmNzWNJHWvy30Wj6bZHRU80+cW56uq7qi6hEms3uIvTzhc19/2++72PVV1CdeZVXYAkSZI0NdSioeL65zbzj3WAte8evlqVBl2jx6FNr7qA6kzG/+BJkiRJg6AWDRXbbH1d1SVUZuHy1aouoRL7LWnw/6w32I9nHFh1CZWxoUKSJEnqTFfLk0qSJEmSJPXSmD0qIuIkivWe78zMrcptBwCfAF4IzM7MxeX2TYClwA3l053NWNJfzF1yRtUlVGf2YT05jJksSfVgHktS/3Qy9ONk4PPAqS3brqNYE/r4Nvv/JjO36b40SYPm8XWbO5HotN4d6mTMZEmqg5MxjyWpL8ZsqMjMS8tW4NZtSwHKNaAlqSPT9r246hIqdFBPjmImS1I9mMeS1D/9mExz04j4FbAC+Ghm/rgP5xgYuy6ZW3UJFTmh6gJUgYXLV1ZdQmUWbFjZqc1kSU/T5KXhK2QeS1KHet1QsRz4m8z8U0S8FPhWRPxdZq4YvmNEzAfmAxz/pbcxf/4uPS5lapjhH+yS+mdCmbz/sfN4xUE7T3KpkjTQJpTHXzj8GA7bozc98iRpKulpQ0VmPgo8Wt6+IiJ+A2wOLG6z7yJgUXHntOxlHZLqacFMFxqaTBPN5IV3nGomS1IPTTSPHz/ndvNYUiP1tKEiIv4auCcz/xwRzwM2A3479hOb21K86W5VVyBpUE04kyUNvOufe1fVJVRmGzaa9HOax5I0Pp0sT3oGsBOwfkQsAz4O3AP8F/DXwHcj4qrM3AN4NfDJiHgC+DPwzsy8p1/FS1LTmMmSemGbra+ruoQK9WbhDfNYkvonMmvRo6wWRUhSH02ZKeAd+iENvkYPxYuDpkweO/RD0qCbNmejtpnc4H+lJEmSJElS3fRjeVJJkiRJkjSGJs8ZBCPPG2SPCkmSJEmSVBs2VEiSJEmSpNqwoUKSJEmSJNVGRw0VEXFSRNwZEde1bPtURFwTEVdFxPkRsWG5fe2I+HZEXB0R10fE2/pVvCQ1jXksSfVgHktS/3S0PGlEvBp4EDg1M7cqt83IzBXl7fcAW2bmOyPiI8DamfmhiPhr4AbgOZn52CincOklSYOuJ8vhTUIeuzyp1ABbrTWn6hIqs/taa0+ZPHZ5UmnwNX4yzW22aZvJHa36kZmXRsQmw7ataLk7nScbGxJYKyICWBO4B3hinPVKktowjyWpHsxjSb2wzdbXjb3TQNum7daulieNiKOBucD9wM7l5s8D5wJ3AGsBb8rMld2cR5I0OvNYkurBPJak7nU1mWZm/ktmbgycDry73LwHcBWwIUXzyOcjYsbw50bE/IhYHBGLFy1a1E0ZktR43eQxPDWTf37axZNSsyQNol7m8QnnnTYpNUtS3XTVo6LFV4HvAh8H3gYck8XkFzdHxC3AC4Bftj4hMxcBQy0Ujr+TpN4Ydx7DUzPZOSokqSe6zmPnqJAG3/kPvq7qEiq1+1rtt0+4R0VEbNZyd1/g1+Xt24Bdy32eDWwB/Hai55Ekjc48lqR6MI8lqTc66lEREWcAOwHrR8QyipbhvSJiC2Al8DvgneXunwJOjohrKWa5/1Bm3t3rwiWpicxjSaoH81iS+qej5UknQS2KkKQ+6slyeJPBoR/S4HN50qnBoR/S4Lt4lzWrLqFSI2VyV5NpSpIkSZIk9VKvJtOUJEmaUhac/1jVJVTm1C0b/BFwdtUFSJLG0uB/pSRJkppp7l0Lqy6hQh+rugBJ0hgc+iFJkiRJkmrDHhWSJEkNs3Db51ZdQmUWVF2AJGlMYzZURMRJwD7AnZm5Vcv2fwLeDTwBfDczPxgRzwK+CbwMODkz392fsiWpmcxkSb2w35Lmzs/Bhr05jHksSf3TSY+Kk4HPA6cObYiInYE5wIsz89GI2KB86BGKgX9blV+SpN46GTNZUpdu2v6AqkuozKa9O9TJmMeSurTzRQ82fonSdsZsqMjMSyNik2GbDweOycxHy33uLL8/BPwkIp7f4zolSZjJUi/dMqvqCqrzh6UNHv3bo1U/zGNJvWAjRXsT/Vdqc2CHiDiaooX4/Zl5+XgOEBHzgfkAxx9/PPPnz59gKZLUeD3N5P2PnccrDtq591VKqo25S86ouoTqzD6sn0fvaR5/4fBjOGyPg3pfpSTV3EQbKlYF1gVeTjHW7usR8bzMzE4PkJmLgEVDdydYhySpx5m88I5TzWRpwJ3/huYO/di9v4fvaR4/fs7t5rGkRppoQ8Uy4KwydH8ZESuB9YG7elaZJKlTZrI0AbMeem3VJVTm7AfOqbqEyuy+1tx+Ht48lqQemGhDxbeAXYBLImJzYDXg7p5VJUkaDzNZmoAmjwtesOYqVZcwqMxjSeqBTpYnPQPYCVg/IpYBHwdOAk6KiOuAx4BDhrq0RcStwAxgtYh4PbB7Zi7pT/mS1Cxmcv80ebnGs7dcreoSKnFdg3sVXPdA1RVUZ0Hvlic1jyWpTzpZ9ePAER5qO7NPZm7STUGSpJGZyZJUD+ax1FtN7eW280UPVl1Cteas3XZzg9emkiTpSZvuunrVJVRn+cqqK5AkqZGa2kAzZKQJjm2okCQ9xYLzmzkEYuHuzRz+oGZaf9kbqi6hOj0a+iH1Q5P/aG1qz4IzZq5TdQnVmt1+sw0VkiRJDXP3rDOrLqFCfV31Q5LUAzZUSJIkSTU0bc5GVZegSTZSN/hGGGGugkFn02l7NlRIkiQ1TFOHeAEwr+oCJElj6WgR7Yg4KSLuLJdaGtq2TURcFhFXRcTiiJg97Dkvi4g/R8T+vS5akprKPJakejCPJal/olzaefSdIl4NPAicmplbldvOB/5vZn4/IvYCPpiZO5WPPQO4AHgEOCkzvznGKcYuQpKmtujJQfqfx3DyCc3M5EOau+rHQlf9UIMs2HDu1MljPyNLGnxtM7mjHhWZeSlwz/DNwIzy9trAHS2P/RNwJnDn+GqUJI3GPJakejCPJal/upmj4kjgvIj4LEWDxysBImIjYD9gF+BlIz05IuYD8wGOP/545s+f30UpktRoXeVxue9fMvnoIw/mwL1f3deC6+hsexVI6l5P89jPyJKaqpuGisOB92XmmRHxRuBEYDfgOOBDmfnniJF71mXmImDR0N0u6pCkpusqj2FYJudpzcxkGyrUIOsve0PVJVRnw74evbd57GdkSQ3V0RwVABGxCfCdljF49wPrZGZGkbj3Z+aMiLiFJ8eZrA88DMzPzG+NcnhDWNKg68mYaOh7Hje2ocJ5GtQkTW6omDt7+tTJYz8jSxp8bTO5mx4VdwA7ApdQdGO7CSAzN/3LGSNOpgjvsUJYkjRx5rEk1YN5LEk90FFDRUScAewErB8Ry4CPA+8A/jMiVqWYvdgBdJLUZ+axJNWDeSxJ/dPx0I8+q0URktRHPetq3HcO/ZAGnkM/poxG5rGkRpn48qSSJEmSJEmToZs5KiRJkjQF3T3rzKpLqNDcqguQJI3BHhWSJEmSJKk2bKiQJEmSJEm1MWZDRURsHBEXR8TSiLg+It5bbl8vIi6IiJvK7+uW2z8QEVeVX9dFxJ8jYr1+X4gkDTrzWJLqw0yWpP4Zc9WPiJgJzMzMKyNiLeAK4PXAPOCezDwmIo4C1s3MDw177uuA92XmLmPU4YzGkgZd17PMT1Ieu+qHpIG2YMO5PVn1w8/IktQTE1v1IzOXZ+aV5e0HgKXARsAc4JRyt1Mognm4A4EzJlKtJOmpzGNJqg8zWZL6Z1xzVETEJsC2wC+AZ2fmciiCGthg2L5rAHsCTZ5WWpL6wjyWpPowkyWptzpuqIiINSkC9cjMXNHBU14H/DQz7xnhePMjYnFELF60aFGnZUhS4/U6j8tjtmTyRb0qVZIGnp+RJan3Vu1kp4iYRhHAp2fmWeXmP0bEzMxcXo7Ru3PY097MKF3aMnMRMJS+jr+TpA70I49hWCY3dI4KqUkWnP9Y1SVUZ17vDuVnZEnqj05W/QjgRGBpZi5seehc4JDy9iHAOS3PWRvYsXWbJKk75rEk1YeZLEn900mPilcBBwPXRsRV5baPAMcAX4+ItwO3AQe0PGc/4PzMfKiXxUpSw5nHklQfZrIk9cmYy5NOkloUIUl91JPl8CZFQ4d+uDypmqTZQz8Omzp57GdkSYNvYsuTSpIkSZIkTRYbKiRJkiRJUm3YUCFJkiRJkmrDhgpJkiRJklQbNlRIkiRJkqTaGLOhIiI2joiLI2JpRFwfEe8tt38qIq6JiKsi4vyI2LDcHhHxuYi4uXz8Jf2+CElqCjNZkurBPJak/hlzedKImAnMzMwrI2It4Arg9cCyzFxR7vMeYMvMfGdE7AX8E7AXsD3wn5m5/Rh1uPSSpEHXk+XwJiWTXZ5UGnj7LWnu8qSb7tab5Un9jCxJPTGx5Ukzc3lmXlnefgBYCmw0FMCl6TwZpHOAU7NwGbBOGeSSpC6ZyZJUD+axJPXPquPZOSI2AbYFflHePxqYC9wP7FzuthHw+5anLSu3Le+uVElSKzNZkurBPJak3up4Ms2IWBM4EzhyqKU4M/8lMzcGTgfePbRrm6c/rdtaRMyPiMURsXjRokXjr1ySGqy/mXxRv8qWpIHjZ2RJ6r2OelRExDSKAD49M89qs8tXge8CH6doHd645bFZwB3Dn5CZi4Ch9HX8nSR1qO+Z3NA5KiRpvPyMLEn9MWZDRUQEcCKwNDMXtmzfLDNvKu/uC/y6vH0u8O6I+BrFREH3Z6Zd2iSpB8xkSb0w66HXVl3ClGceS1L/dNKj4lXAwcC1EXFVue0jwNsjYgtgJfA74J3lY9+jmM34ZuBh4G09rViSms1MlqR6MI8lqU/GXJ50ktSiCEnqo54shzcpGjr0w+VJ1SRbrTWn6hIqs/taa0+dPPYzsqTBN7HlSSVJkiRJkiaLDRWSJEmSJKk2bKiQJEmSJEm10dHypJIkSYNmvyWPVV1Chb5RdQHV2e2wqiuQJI3BhgpJkoBdl8ytuoTKXLjlqVWXUImzt1yt6hJUgQVVFyBJGtOYDRURsTFwKvAcimWWFmXmf0bEJ4B3AHeVu34kM78XEbOBRUNPBz6RmWf3vHJJahjzuL+23vW0qkuozIXLq65Ak239ZW+ouoTqbNibw5jJktQ/Yy5PGhEzgZmZeWVErAVcAbweeCPwYGZ+dtj+awCPZeYT5XOvBjbMzCdGOY1LL0kadF0vhzdJedzY5UmbzKVZm6fJDRVzZ0/vyfKkfkaWpJ5om8lj9qjIzOXA8vL2AxGxFNholP0fbrm7OgasJPWEeSxJ9WEmS1L/jGvVj4jYBNgW+EW56d0RcU1EnBQR67bst31EXA9cC7yzXUtxRMyPiMURsXjRokXDH5YkjaKXeVzu15LJF/W5ekkaLH5GlqTeGnPox192jFgT+BFwdGaeFRHPBu6maA3+FEXXt0OHPeeFwCnAqzPzkVEOb4uypEHXk67G0Pc8duhHAzn0o3kc+tE7fkaWpK60zeSOelRExDTgTOD0zDwLIDP/mJl/zsyVwJeB2cOfl5lLgYeArSZatSTpSeaxJNWHmSxJ/TFmQ0VEBHAisDQzF7Zsn9my237AdeX2TSNi1fL2c4EtgFt7WLMkNZJ5LEn1YSZLUv+MOZkm8CrgYODaiLiq3PYR4MCI2IaiS9qtwD+Wj/09cFREPE6xVNO7MvPunlYtSc1kHktSfZjJktQnHc9R0We1KEKS+qinY6L7yjkqGsc5KprHOSqmDPNY0qCb+BwVkiRJkiRJk8GGCkmSJEmSVBudzFEhSZKkAXL3rDOrLqFCc6suQJI0BntUSJIkSZKk2uhkedKNI+LiiFgaEddHxHvL7f8TEVeVX7e2zHZMRLw4In5e7n9tRKzez4uQpCYwjyWpPsxkSeqfToZ+PAH8c2ZeGRFrAVdExAWZ+aahHSLiP4D7y9urAqcBB2fm1RHxLODxPtQuSU1jHktSfZjJktQnYzZUZOZyYHl5+4GIWApsBCwBiIgA3gjsUj5ld+CazLy6fM6f+lC3JDWOeSxJ9WEmS1L/jGuOiojYBNgW+EXL5h2AP2bmTeX9zYGMiPMi4sqI+GAvCpUkPck8lqT6MJMlqbc6bqiIiDWBM4EjM3NFy0MHAme03F8V+HvgreX3/SJi1zbHmx8RiyNi8aJFiyZUvCQ1Ua/zuDxmSyZf1KfKJWnw+BlZknqvo+VJI2IaRQCfnplntWxfFfgH4KUtuy8DfpSZd5f7fA94CXBh6zEzcxEwlL450QuQpCbpRx7DsEzO08xkSeqAn5ElqT86WfUjgBOBpZm5cNjDuwG/zsxlLdvOA14cEWuUIb0j5Vg9SdLEmceSVB9msiT1TydDP14FHAzs0rLU0l7lY2/mqV3ayMx7gYXA5cBVwJWZ+d0e1ixJTWUeS1J9mMmS1CeRWYseZbUoQpL6KKouoGMO/WichctXVl2CNGkWbDh36uSxn5ElDb62mTyuVT8kSZIkSZL6yYYKSZIkSZJUGzZUSJIkSZKk2uhoeVJJkiQNjgXnP1Z1CdWZV3UBkqSx2KNCkiRJkiTVxpgNFRGxcURcHBFLI+L6iHhvuX3riPh5RFwbEd+OiBnl9tUi4ivl9qsjYqc+X4MkNYJ5LEn1YSZLUv900qPiCeCfM/OFwMuBIyJiS+AE4KjMfBFwNvCBcv93AJTbXwP8R0TYc0OSumceS1J9mMmS1CdjhmNmLs/MK8vbDwBLgY2ALYBLy90uAN5Q3t4SuLDc/07gPmC73pYtSc1jHktSfZjJktQ/42rFjYhNgG2BXwDXAfuWDx0AbFzevhqYExGrRsSmwEtbHpMk9YB5LEn1YSZLUngMK6gAACAASURBVG913FAREWsCZwJHZuYK4FCKLm5XAGsBQ9NHnwQsAxYDxwE/o+gaN/x48yNicUQsXrRoUXdXIUkN0us8Lo/ZkskX9fsSJGlg+BlZknovMnPsnSKmAd8BzsvMhW0e3xw4LTNnt3nsZ8BhmblklFOMXYQkTW3Rk4P0P48hTzOTG2bh8pVVl6BJ1uzlSQ/rSR6Dn5ElqQfaZnInq34EcCKwtDWAI2KD8vsqwEeBL5X314iI6eXt1wBPjPmhWJI0JvNYkurDTJak/lm1g31eBRwMXBsRV5XbPgJsFhFHlPfPAr5S3t4AOC8iVgK3l8+VJHXPPJak+jCTJalPOhr6MQlqUYQk9VHPuhr3nUM/GsehH82z65K5VZdQma13m0J57GdkSYOvbSZ30qNCkiRJA2QGJ1RdQoUOq7oASdIYxrU8qSRJkiRJUj/ZUCFJkiRJkmrDhgpJkiRJklQbNlRIkiRJkqTaGLOhIiJWj4hfRsTVEXF9RPxruf30iLghIq6LiJMiYlq5/a0RcU359bOI2LrfFyFJTWAeS1J9mMmS1D+d9Kh4FNglM7cGtgH2jIiXA6cDLwBeBPwVT06hfAuwY2a+GPgUsKjnVUv6/9m793C5yvL+/++bk6gkgCJyCAIqqEglaqS2VoWIkZMgIiqKIVKar9YDSluFFovKj3r8pYjUQ4oc8kWhIqIWFEIFSrUibGpQIIAoqOFgoKiQKIeQ+/vHWluGYXb27D2z9prZ6/26rrkys2Yd7mdm9iezn/2sZ6mZzGNJGhxmsiRVZNzLk2ZmAqvKhxuWt8zMb4+uExFXAbPK9f+7ZfMrR5dLknpjHkvql1mr96m7hKFnJktSdbqaoyIi1o+IZcBK4JLM/GHLcxsCbwMu6rDpXwLf6UehkiTzWJIGiZksSdXoqqMiMx/JzNkUPb+7R8SuLU9/DrgiM/+rdZuI2JMihD/YaZ8RsTAiRiJiZPFiR75JUjeqyONynZZMvrSK0iVp2vE7siRVI4pRaxPYIOJ4YHVmfrq8/0Lg9Zm5tmWdFwDnA/tk5s1d7HZiRUjS8Im+77CaPIY8y0xumEV3rh1/JU0rR2/d4Au/xWF9z2PwO7IkTVLHTO7mqh9Pi4jNyvtPBPYCboyII4HXAIe2BfAzgK8Db+v6S7EkaVzmsSQNDjNZkqoz7mSawNbAmRGxPkXHxlcz84KIWAP8AvhBRAB8PTM/Cvwj8FTgc+XyNZk5p5LqJalZzGNJGhxmsiRVZMKnflRkIIqQpApVMtS4Ep760Tie+tE8nvoxNMxjSdPd5E79kCRJkiRJmip2VEiSJEmSpIFhR4UkSZIkSRoY3UymKUmSpGlk6arX1l1CbebNqLsCSdJ4HFEhSZIkSZIGxrgdFRGxcURcFRHXRsT1EfGRtuc/GxGrWh4viIi7I2JZeTuyisIlqYnMZEkaDOaxJFWnm1M/HgTmZuaqiNgQ+F5EfCczr4yIOcBmHbb5t8x8d18rlSSBmSxJg8I8lqSKjDuiIgujvcEblreMiPWBTwEfqLA+SVILM1mSBoN5LEnV6WqOiohYPyKWASuBSzLzh8C7gW9l5p0dNjk4In4cEV+LiO3G2OfCiBiJiJHFixdPugGS1DTVZ/KlFVYvSdOH35ElqRqRmd2vHLEZcD5wPPBPwB6ZuSYiVmXmJuU6TwVWZeaDEfEO4I2ZOXecXXdfhCQNp+j7DqvK5DzLTFYjLLn6oLpLUA3m7/7k4cljvyNLmv46ZvKEOioAIuL48u47gQfK+88Afp6Zz25bd33g3szcdJzdGsKSpru+fzGGijLZjgo1RJM7KubfcHbdJdRnwZHDk8d+R5Y0/XXM5HEn04yIpwEPZ+ZvI+KJwF7AJzJzq5Z1Vo0GcERs3TLU7QBgec+lS5IAM1lSf9w6q+4K6rNjn/ZjHktSdbq56sfWwJllz+96wFcz84J1rP/eiDgAWAPcCyzouUpJ0igzWeqTe2adV3cJtfmvFYfWXUJt+tVRgXksSZWZ8KkfFRmIIiSpQpUMNa6Ep36oIRbdubbuEmqzxYqD6y6hNlXMUVEh81jSdNcxk7u66ockSZIkSdJUsKNCkiRJkiQNDDsqJEmSJEnSwLCjQpIkSZIkDYxxOyoiYuOIuCoiro2I6yPiI+XyiIgTI+LmiFgeEe8tl28aEf/esv7bq26EJDWFmSxJg8E8lqTqdHN50geBuZm5KiI2BL4XEd8BngdsBzw3M9dGxJbl+u8CbsjM15bXl74pIr6cmQ9V0gJJahYzWVLPmnxpVpjfrx2Zx5JUkXE7KrK4fumq8uGG5S2BdwJvycy15XorRzcBZkREAJtQXCd6TZ/rlqRGMpMlaTCYx5JUna7mqIiI9SNiGbASuCQzfwg8C3hTRIxExHciYqdy9VMoepLvAH4CHDUa1JKk3pnJkjQYzGNJqkZXHRWZ+UhmzgZmAbtHxK7AE4AHMnMO8K/AaeXqrwGWAdsAs4FTImJm+z4jYmEZ4COLFy/uQ1MkqRmqz+RLp6QdkjTs/I4sSdWIYtTaBDaIOB5YDRwJ7J2Zt5VD2H6bmZtGxIXAxzPzv8r1LwWOycyr1rHbiRUhScMnKtlpFZmcZ5nJaoRFd/rH7CY6epv5w5PHfkeWNP11zORurvrxtIjYrLz/RGAv4EbgG8DccrVXAjeX938JvKpc/+nAc4Cf91K5JKlgJkvSYDCPJak63Vz1Y2vgzIhYn6Jj46uZeUFEfA/4ckS8n2IioSPL9U8AzoiIn1D0jnwwM++poHZJaiIzWZIGg3ksSRWZ8KkfFRmIIiSpQpUMNa6Ep36oITz1o5mqOvWjIuaxpOlucqd+SJIkSZIkTZVuTv2QJEnSNHL00ofqLqE+C+ouQJI0HkdUSJIkSZKkgWFHhSRJkiRJGhh2VEiSJEmSpIExbkdFRGwcEVdFxLURcX1EfKRcPjci/icirouIMyNig3L5cyPiBxHxYET8bdUNkKSmMI8laXCYyZJUnW4m03wQmJuZqyJiQ+B7EXExcCbwqsy8OSI+ChwOfAm4F3gv8LqqipakhjKPJfXFtbOOrLuE2uzWv12ZyZJUkXFHVGRhVflww/L2CPBgZt5cLr8EOLhcf2VmXg08XEG9ktRY5rEkDQ4zWZKq09XlSSNifeAa4NnAvwBXARtGxJzMHAHeAGxXWZWSJMA8ltQfMzm17hJq1L/RJGayJFWjq8k0M/ORzJwNzAJ2B54PvBn454i4CrgfWDORA0fEwogYiYiRxYsXT7BsSWqmKvIY2jP50r7WLEnTld+RJakaXY2oGJWZv42Iy4G9M/PTwMsBImIesPME97UYGE3fnMi2ktR0/czjcn+PZnKeZSZL0gT4HVmS+mvcjoqIeBrwcBnATwT2Aj4REVtm5sqIeALwQeDEimuVpEYzjyX1y6zV+9RdwtAzkyWpOt2MqNgaOLM8B2894KuZeUFEfCoi9i+XfT4zLwWIiK2AEWAmsDYi3gfskpn3VdMESWoM81iSBoeZLEkVicyBGFE2EEVIUoWi7gK65qkfaohFd66tu4TaHL11V9OUTU9x2PDksd+RJU1/HTO5wf9LSZKkJmv0L+uSJA0w/4eWJEmN1OQRFZIkDTI7KiRJkiRJ0sCwo0KSJEmSJA0MOyokSZIkSdLA6LqjIiLWj4gfRcQF5eN3R8QtEZERsUWH9V8SEY9ExBv6WbAkNZ15LEmDw0yWpP6byIiKo4DlLY+/D+wF/KJ9xfJ60p8ALu6pOklSJ+axJA0OM1mS+qyrjoqImAXsB5w6uiwzf5SZt42xyXuA84CVvRYoSXqUeSxJg8NMlqRqbNDleicBHwBmjLdiRGwLHATMBV6yjvUWAgsBvvjFL7Jw4cIuS5GkRut7HpfrPprJX3g7CxfO7b1SSQNr6arX1l1CbeaNm54T4ndkSarAuB0VEbE/sDIzr4mIPbrY50nABzPzkYgYc6XMXAwsHn3YxX4lqdGqymNoy+Q8y0xWIxy99KG6S6jRuXUXUJ8FR/ZlN35HlqTqdDOi4mXAARGxL7AxMDMizsrMw8ZYfw5wThnAWwD7RsSazPxGXyqWpOYyjyX1x+Eb113BdGAmS1JFIrP7jtqyt/hvM3P/lmW3AXMy854O658BXJCZXxtn1/YWS5ru1j2kYaI7qy6PHVGhxrj2u2P9Pjn97bL69rpLqM2GB27b1zwGvyNLUg86ZnK3c1Q8fm8R76U4J28r4McR8e3M7M9YOklS18xjaXJmPjr/YeOcvfWhdZdQm/kV799MlqTeTWhERYUGoghJqlDf/4JXGUdUqCFu/e4DdZdQm/N32ajuEmpz9DbzhyeP/Y4safrrmMldXZ5UkiRJkiRpKkz61A9JkiQNp0Zf8WRB3QVIksZjR4UkSVLD3Dqr7grqs2PdBUiSxmVHhSRJUsPs+CovTypJGlx2VEiSpEZq8i/rS64+qO4SajN/97orkCSNp+uOiohYHxgBbs/M/SPiS8Acilk6bwYWZOaqiPhnYM9ysycBW2bmZn2uW5IayzyWpMFhJktS/03kqh9HActbHr8/M3fLzBcAvwTeDZCZ78/M2Zk5G/gs8PW+VStJAvNYkgaJmSxJfdZVR0VEzAL2A04dXZaZ95XPBfBEOl/n+VDg7N7LlCSBeSxJg8RMlqRqdDui4iTgA8Da1oURcTpwF/Bcip7h1ue2p5hY+dJOO4yIhRExEhEjixcvnmjdktRUfc/jcp2WTB5zNUnSY/kdWZIqMO4cFRGxP7AyM6+JiD1an8vMt5fn5X0WeBNwesvTbwa+lpmPdNpvZi4GRtO3U0+zJKlFVXlcbv9oJudZZrI0zd0z67y6S6jR/L7sxe/IklSdbkZUvAw4ICJuA84B5kbEWaNPliH7b8DBbdu9GYe0SVI/mceSNDjMZEmqyLgdFZl5bGbOyswdKIL1UuBtEfFs+OP5d68FbhzdJiKeA2wO/KCKoiWpicxjSRocZrIkVafry5O2CeDMiJhZ3r8WeGfL84cC52Smw9UkqVrmsSQNDjNZkvogBiQnB6IISapQ1F1A15yjQpr2Ft25dvyVpqmjt5k/PHnsd2RJ01/HTO72qh+SJEmSJEmVs6NCkiRJkiQNDDsqJEmSJEnSwLCjQpIkSZIkDYyuOyoiYv2I+FFEXFA+jog4MSJujojlEfHeluUnR8QtEfHjiHhRVcVLUhOZx5I0OMxkSeq/iVye9ChgOTCzfLwA2A54bmaujYgty+X7ADuVtz8FPl/+K0nqD/NYkgaHmSxJfdbViIqImAXsB5zasvidwEczcy1AZq4slx8ILMnClcBmEbF1H2uWpMYyjyVpcJjJklSNbk/9OAn4ANB60e1nAW+KiJGI+E5E7FQu3xb4Vct6K8plkqTemceSNDjMZEmqwLgdFRGxP7AyM69pe+oJwAOZOQf4V+C00U067CY77HdhGeAjixcvnmDZktQ8VeVxue+WTL60bzVL0nTld2RJqk5kdvzO+ugKER8D3gasATamOP/u68AcYO/MvC0iAvhtZm4aEV8ELs/Ms8vtbwL2yMw713GYdRchScOv0xfUie1gavIY8iwzWZruznyg7grqs+DInvMY/I4sSX3SMZPHHVGRmcdm5qzM3AF4M3BpZh4GfAOYW672SuDm8v63gPnlzMYvBX437pdiSdK4zGNJGhxmsiRVZyJX/Wj3ceDLEfF+YBVwZLn828C+wC3A74G391ShJGk85rEkDQ4zWZJ6NO6pH1NkIIqQpAr1ZajxlPDUD2n689SPYWEeS5ruJnfqhyRJkiRJ0lSxo0KSJEmSJA0MOyokSZIkSdLAsKNCkiRJkiQNDDsqJEmSJEnSwOj68qQRsT4wAtyemftHxKuAT1F0dqwCFmTmLRHxDuBdwCPl8oWZeUP/S5ekZjKPJfXq2llHjr/SNLVbn/dnJktS/01kRMVRwPKWx58H3pqZs4GvAMeVy7+SmX9SLv8ksKgvlUqSRpnHkjQ4zGRJ6rOuOioiYhawH3Bqy+IEZpb3NwXuAMjM+1rWeTJe/1mS+sY8lqTBYSZLUjW6PfXjJOADwIyWZUcC346IPwD3AS8dfSIi3gUcDWwEzO1PqZIkzGNJfTDzMb9XN01fT3sxkyWpAuOOqIiI/YGVmXlN21PvB/bNzFnA6bQMX8vMf8nMZwEf5NHhbu37XRgRIxExsnjx4kk3QJKaoqo8LvfdksmXVlC9JE0vfkeWpOpE5rpHnUXEx4C3AWuAjSmGsl0GPLcMWiLiGcBFmblL27brAb/JzE3HqcOhb5Kmu+h5B1OTx5BnmcnSNHfrdx+ou4Ta7LjXkT3nMfgdWZL6pGMmjzuiIjOPzcxZmbkD8GbgUuBAYNOI2Llc7dWUkwhFxE4tm+8H/LSHoiVJJfNYkgaHmSxJ1en68qStMnNNRPwVcF5ErAV+AxxRPv3uiNgLeLhcfnhfKpUkPY55LEmDw0yWpP4Y99SPKTIQRUhShfoy1HhKeOqHpOksDhuePPY7sqTpb3KnfkiSJEmSJE0VOyokSZIkSdLAsKNCkiRJkiQNDDsqJEmSJEnSwLCjQpIkSZIkDYyuOioi4raI+ElELIuIkXLZUyLikoj4afnv5i3r71Gue31E/GdVxUtSE5nJkjQYzGNJqsZERlTsmZmzM3NO+fgY4LuZuRPw3fIxEbEZ8DnggMx8PnBIPwuWJAFmsiQNCvNYkvqsl1M/DgTOLO+fCbyuvP8W4OuZ+UuAzFzZwzEkSd0xkyVpMJjHktSjbjsqElgaEddExMJy2dMz806A8t8ty+U7A5tHxOXl+vM77TAiFkbESESMLF68uJc2SFLTVJzJl1beAEmaJvyOLEkV2KDL9V6WmXdExJbAJRFx4zj7fDHwKuCJwA8i4srMvLl1pcxcDIymb06wbklqsmozOc8ykyWpO35HlqQKdDWiIjPvKP9dCZwP7A78OiK2Bij/HR2+tgK4KDNXZ+Y9wBXAbv0uXJKaykyWpMFgHktSNcbtqIiIJ0fEjNH7wDzgOuBbwOHlaocD3yzvfxN4eURsEBFPAv4UWN7vwiWpicxkSRoM5rEkVaebUz+eDpwfEaPrfyUzL4qIq4GvRsRfAr+knLk4M5dHxEXAj4G1wKmZeV0l1UtS85jJkjQYzGNJqkhkDsSpbwNRhCRVKOouoGvOUSFpOovDhieP/Y4safrrmMndTqYpSZKkaWLpqtfWXUJt5s2ouwJJ0ni6vTypJEmSJElS5eyokCRJkiRJA8OOCkmSJEmSNDAGZTLNWkXEwsxcXHcdU62p7Qbb3sS2N7Xdw6bJ71NT297UdoNtb2rbh0lT36emthtsexPbPqjtdkRFYWHdBdSkqe0G295ETW33sGny+9TUtje13WDbNfia+j41td1g25toINttR4UkSZIkSRoYdlRIkiRJkqSBYUdFYeDOyZkiTW032PYmamq7h02T36emtr2p7QbbrsHX1Pepqe0G295EA9luJ9OUJEmSJEkDwxEVkiRJkiRpYEzLjoqIOC0iVkbEdS3LdouIH0TETyLi3yNiZrn8rRGxrOW2NiJml8+9uFz/log4OSKirjZ1a4Jt3zAiziyXL4+IY1u22TsibirbfkwdbZmICbZ7o4g4vVx+bUTs0bLNML7n20XEZeV7eH1EHFUuf0pEXBIRPy3/3bxcHmXbbomIH0fEi1r2dXi5/k8j4vC62tSNSbT7ueXn4cGI+Nu2fQ3V533YNDWTm5rH0NxMbmoeg5k8LJqax9DcTG5qHkNzM3na5HFmTrsb8ArgRcB1LcuuBl5Z3j8COKHDdn8C/Lzl8VXAnwEBfAfYp+629bPtwFuAc8r7TwJuA3YA1gd+BjwT2Ai4Ftil7rb1sd3vAk4v728JXAOsN8Tv+dbAi8r7M4CbgV2ATwLHlMuPAT5R3t+3bFsALwV+WC5/CvDz8t/Ny/ub192+PrZ7S+AlwInA37bsZ+g+78N2a2omNzWPJ9H2aZPJTc3jSbbdTK7nfWpkHk+07dMpk5uax2XNjczk6ZLH03JERWZeAdzbtvg5wBXl/UuAgztseihwNkBEbA3MzMwfZPFOLQFeV03F/TPBtifw5IjYAHgi8BBwH7A7cEtm/jwzHwLOAQ6suvZeTLDduwDfLbdbCfwWmDPE7/mdmfk/5f37geXAthTv2ZnlamfyaFsOBJZk4Upgs7LtrwEuycx7M/M3FK/Z3lPYlAmZaLszc2VmXg083Larofu8D5umZnJT8xiam8lNzWMwk4dFU/MYmpvJTc1jaG4mT5c8npYdFWO4DjigvH8IsF2Hdd5EGcIUb+aKludWlMuG0Vht/xqwGrgT+CXw6cy8l6Kdv2rZfljbPla7rwUOjIgNImJH4MXlc0P/nkfEDsALgR8CT8/MO6EILIreUhj7/R3a973Ldo9laNs95JqayU3NY2hYJjc1j8FMHkJNzWNobiY3Ko+huZk8zHncpI6KI4B3RcQ1FENgHmp9MiL+FPh9Zo6ev9XpvKthvUTKWG3fHXgE2AbYEfibiHgm06ftY7X7NIoftBHgJOC/gTUMebsjYhPgPOB9mXnfulbtsCzXsXygTaDdY+6iw7KBb/c00NRMbmoeQ4Myual5DGbykGpqHkNzM7kxeQzNzeRhz+MNpupAdcvMG4F5ABGxM7Bf2ypv5tGeYih+SGe1PJ4F3FFljVVZR9vfAlyUmQ8DKyPi+8Acip6z1t70oWz7WO3OzDXA+0fXi4j/Bn4K/IYhfc8jYkOKIPpyZn69XPzriNg6M+8sh62tLJevoPP7uwLYo2355VXW3asJtnssY70eqlBTM7mpeQzNyeSm5jGYycOqqXkMzc3kpuQxNDeTp0MeN2ZERURsWf67HnAc8IWW59ajGPZ0zuiycjjM/RHx0nJW2/nAN6e06D5ZR9t/CcwtZ7h9MsWkMTdSTLCzU0TsGBEbUfwH9a2pr7w3Y7U7Ip5UtpeIeDWwJjNvGNb3vKz1S8DyzFzU8tS3gNFZiQ/n0bZ8C5hfvu8vBX5Xtv1iYF5EbF7OAjyvXDaQJtHusUyLz/uwaWomNzWPoRmZ3NQ8BjN5mDU1j6G5mdyEPIbmZvK0yeMcgJlJ+32j6PW9k2JCkBXAXwJHUcx4ejPwcSBa1t8DuLLDfuZQnMP1M+CU1m0G9TaRtgObAOcC1wM3AH/Xsp99y/V/BvxD3e3qc7t3AG6imFjmP4Dth/w9/wuKYVg/BpaVt32Bp1JMiPTT8t+nlOsH8C9lG38CzGnZ1xHALeXt7XW3rc/t3qr8bNxHMTnUCoqJoYbu8z5st6ZmclPzeBJtnzaZ3NQ8nmTbzeR63qdG5vFE2z6dMrmpeVzW3MhMni55PPqhlCRJkiRJql1jTv2QJEmSJEmDz44KSZIkSZI0MOyokCRJkiRJA8OOCkmSJEmSNDDsqJAkSZIkSQPDjgpJkiRJkjQw7KiQJEmSJEkDw44KSZIkSZI0MOyokCRJkiRJA8OOCkmSJEmSNDDsqJAkSZIkSQPDjgpJkiRJkjQwGttREREfjoiMiIs7PPe1iLh8gvvbodzf/hPcbo9yu13HWe+MiBiZyL4nqnxN7qnyGF3WcU9EfHicdbaIiFMi4ucR8UBE3BERF0fE66aozKEWETMj4qMRcUNE/CEi7o+IKyLijRGxXrlOJZ+HiPhAROzR7/12OM5t5c9Wp9vWVR9f3TOPOx7DPG6IhuRxRMS7I+L6iPh9mc+fjYjNqj62Js5M7ngMM7khmpDJ5bH+KiJujogHI2J5RBw2FcediA3qLmAAzIuIl2Tm1T3u507gz4Ab+1CT1iEiNgQuA54EnAj8DJgFzANeBXyjvuoGX0RsCVwObAYsAq4BngDMBU4FHgS+WWEJHwBOKWuo0kEU7Wr1r8AjmXlnxcfW5JjHQ8Y87k2D8vg9wEnACeWxdgb+CXgGcGDFx9bkmclDxkzuTVMyOSIOBb4IfBK4FNgHWBIRqzPz/CqPPRFN76i4F1gB/APQUy9jZj4IXNmPoqZaGWpr665jAvYAdgV2b/vP86yIiHpKGiqfBzYH5mTm7S3LL4qIU4BN6ylr4kY/u5n5SPtzmfmjtnW3Ap5H8fOuwWMeYx43UCPyGHgLcH5mHl8+viwingD8c0Q8OTNXT1mh6paZjJncQE3J5A8DZ2XmMeXjpRGxPUVn8sB0VDT21I9SUvToHxARf7KuFSPiGRFxTkTcWw5bvDgintPy/OOGtUXEEyLi8xHx24j434j4VES8LyKywyG2iIhzI2JVOVTrr8eo43URcWM5lOt7EbFL2/NPioiTI+Kucp2rI2Je2zqXl0P3FkbEz4AHgG1ann9hRFxZtvNHEfHytu3XL4c8/bIcLnR9RLylQ61vjIiflOv8KiJOjIgN2tZ5RURcW9Z6TUT8ecc34LFGh4re1f5EZj7mtY2IXSPiwnLY1v3la7xVh3W+X9awPCIOiIiRiDij/TVr2+5xQxIjYuOI+GTZ3gfLtu3btt1tEfHpiHh/RKyIiN+Un63N2tZ7akR8MSLuLGu7KSLe1/L8ehFxTETcUh7r5og4fF0vXBlCBwH/1BbAo6/fLzPzJ2Nsu6Bs7yad2tPy+C8i4r8i4r7ytiwiDhldF3gqcHw8ehrGHt22Z7zP7jjeSJF553S5vqaWeWwem8ePff2mUx5vCPyubdlvgShvGjxmsplsJj/29ZsWmRwRTwJ2Av6j7amlwPMjYod1vU5TKjMbeaPoSbqH4heXG4FzWp77GnB5y+OnAL8EfkTxy87+wPeAXwFPLNfZgSLU92/Z7jPAH4D3A3sD/1Zuky3r7FFu91PgOODVwGnlst1b1jsDuBv4OfBW4PXAT8r9bdyy3peB+ymGWe4DfB14GPiLlnUupxiG9yPgDcC+wMzyNfk98GPg7eX2V5av05Natj+x3OdxwGuAxWW9h7asM69cdmbZ9g9QDJf6Qss62wCrKYao7Q8sBG4ta/jwOt67gQb4uQAAIABJREFUnYBHgEuAvwA2GGO9Z1N8MfouxV8DDgZuAK4GolznicDtwLXla/rW8jVeCZzR9pp9rW3/o+/dri3LLii3fWf5GpwKrAFmt6xzG8Xn6YLytV8IrAI+17LOE8v399fAX1MMOVsIfLJlnX8pt/sAsBfwifJ12X8dr93bypp36vZnpOXxgnLbTdrWuw34dHl/JsWXzzMpPsvzgL8B/qp8/oXl86cCLy1vM7ttD2N8drv8mf9v4Pt1Z4+3sT9rmMfmsXm8zp+RlscLGKI8Lt+DVeU6M8pj3wCcVnf+eBv784aZbCabyev8GWl5vIAhyWSKESMJvLlt+dvL5XvXnUF/rKnuAmpreMsHrPxwPQLsXD5uD+ETgP8FntL2Jv8OeFf5eAdaQpiiR+wPwN+1bBPA9XQO4Y+2LNuQInA/3rLsjHK9P29Ztj3FD/g7ysfPoxiednjLOusB1wEXt32Q/wBs1eE1SWBuy7LZrR9aiv+QVgPHt237beCmlsdXApe1rfOB8nWeVT7+ZPm6tgb8W8vjfXic9+9o4KFy3T8AFwGHtK3zf4GbgI1alo0G+H7l47+m+A9lVss6Lyv3e0bba7bOEKY49y+BV7atdwVwbsvj2yjOGdygZdlJwF0tj/9P+V7OHqP9z25/r8vlS4Cr1/G6HVPW+ISJ/Iy0/JyMF8JzynVmrGO/97S/v922Z6zPbhdt2b7c/3smsp23qblhHpvHaR53+zPS8nMyVHnc8pnL8nY+sGE323qb2htmspmcZnK3PyMtPydDk8nlZ+v/b1v2+bK+t4y3/VTdmn7qx6izKHrvjh3j+b0oeibvi4gNyqFZ91NMsDJnjG3+BNgY+Nbogiw+Bf8+xvpLW9Z7mKL3eFbbOisz879b1vtFWcPu5aKXUAT9uS3rrC0f/0Xbvq7JzMcNC6MIpMtbHt9Q/jtay64UE/Scy2P9G7BzRGwZEesDLxpjnfUoJlSirPuSzPx9yzpf71DT42TmImBH4F0Ur+mfAl+NiI+1rLYXxRehtS3v260UoTH6vu1O8VqsaNn39yl6fCdqL4qhdt8fPV55zO/y+M/JZZm5puXxDcCWEbFR+Xgu8KPMXDbGsV5FEVrndzjW7PI9WJecQLsm4mcUPb5fiYgD24fqrcNE2jPWZ3dd3lzu/6sT3E5Tzzx+lHlsHvdiYPI4ionb/pHir8yvBI6g+Bn5UvfNUU3M5EeZyWZyLwYmk4EvAP8nIl4fEZuXGf228rlOc1rUwo4KoPxh+CRwWHl+UrstgDdRBFTrbU9guzF2O3qO191ty9sfj/pt2+OHKEK8VadgWAmMXmpxa2BVW6hBMTTqSVFMXNW6rJP7yuAGIDMfKu+O1jJ6rPbtRx9vTvF6bbiOdZ5S/rsVbW3KzD9Q/BCPKzNvz8zPZeYbKf6TuAj4u4h4arnKFsAHefz79kwefd8eV0NpMiG8Rbm/9uN9mMd/Tjq93wGMhvBTKYZvretY61P8xaL1WGdQTJI71uU3R8+5e8a6GjJZmfkbiqFsG1J0CtwdxfmPzxxn04m0Z6zP7rq8meI/vslsqylkHj+GeVwwjydhUPI4isv5fRb4TGZ+LDOvyMzTgb8E3hYRL5pQwzSlzOTHMJMLZvIkDEoml06kGOlzHsXEuadQvBcT2Uflmn7Vj1anUfT0f7DDc/dS9Pqe0OG5+8fY32hv1tPK7Wl5PFlbjrHs+vL+ncAmEfGktiB+OvD7LGZdHjXZ3sLRYNiSYthQ6zGgaOu9FD9A7fW2rgPFa/SYdSLiicBjJqLpRmaujojPUZzr9+yytnspeotP7bDJ6LWP7wKe2+H59tof4NGAHPWUtsf3UoRcP65T/b8U7RjLvRRDGl9G59mox/pP5AqK9/41wC0TrOmB8t/212Hz1geZ+QNg7/K93Ivi8k5foTjXbiwTac+EPrtRTOg1m+JLsYaDedwd8/hR5nFhEPN4C4pfLNr/+jl6ZaZnAf/TxX5UHzO5O2byo8zkwiBmMuXPwBsj4ukUP3e3UMyF8hADlMeOqCiVAfVpiuGI7T1t3wWeD1yfmSNtt5vG2OVPKD60f7w+eEQE8NoeytwyWmb8jYhnUAwfu6pcdDXFB/QNbcd8A8XERv1wHcVEPoe0LX8jcHNm3p3FZXCuGWOdtcAPWup9dTn77KjXj1dARDwl2mZGLu1U/jv6A/tdimF413R4325rqeHFEfHHIYQR8TIeH8IreHxYv7rt8XcpeotXdTjeyHjt6rCvF0bEC8Z4/lKK3tVNOx2rpZf/McqhkOcDfx8Rj+tRjojtYuzZvUeH/j2vZf0/pZgcqNOx/pCZ/07xBad15u1OfwmZVHu6dGh5zK6GTKp+5nHXzONHmceDm8d3U3xO20dOvLj897YJ7k9TzEzumpn8KDN5cDO5tY5fZ+Z15XHfQTHXyH2T3V+/OaLisb4I/D3w58B/tixfBBwGXBoRn6XoEXw6xXmW38vMs9t3lJn/GxH/CnwkIh4GllPMpjqTyffU3gP834j4EMVkKR+lnHm3PObyiDgbOCUiZlL0jv0VRXi8c5LHfIzMvDciTgKOi4g1wAhFcO5L8QvhqOOBiyPidIrLQf4JRW/7v+aj57qdRHH+3AURsYhihuNjy7aty1zgY+W+r6YI9j+nmATngsy8tVzvwxT/QV0YEadRvH7bUoTnGZl5OXA6xV8JLoyID1PMJHwCj/Ymjzof+MuI+GfgQoohja9pW+cS4GLgkoj4BEUv/kyKv+ZvnJljnd/ZyRKK12ZpWddNFOcb7pyZx2TmTRHxBeCciPgkxfuwMcWXhZ0z88h17PudFJ/vkfJ1vwZ4AsXn+V3AfIovEe2uovjsn1x+Bp9CMfnTHwMtIvaj+CLzDYpzWrelmPTo0pb93AjsFxEXUQxhvKnH9oznTcB3MrN9KKEGm3k8DvPYPGYI8jgzMyIWA++PiN8D36cYRfER4IdlmzX4zORxmMlmMkOQyWUt+1NMOLucouNp9Gfh8Inuq1I5ADN61nGjbbbWluV/TxGSl7ct34biB/bXFJcQuo1igqHnl8/vQMuMxuWyjSlmUP0d8Bvg5PK4v21ZZw9aZsVtWX45LTPoUgTtaODdXNbw/Q7bPYniXNDROkeA16xr3128Jgm8u+Xx+hRfMH5F0QN3A/DWDtu9ieKH+SGKnsYTabtMUtn+H5e1LqMY1vS4GW/bttmOomd/GcV5bPeXxzmWltmRy3WfSzFD9b0U4X4LxX+2rTMYv4Di0pUPUoTd68rX7Yy2fR1btvn+8r0/oP29owizj5THeYhi2NxFlDMol+vcRjkDcMuyBbTNFkwxVPZfKf6jfYAivN7b8nwA76MI+wcp/mr1n8D8Lj7/m1L8Z3Njue/7KYa8HQGsP9bngWIyqqsp/mLwo/L9+mN7gOeUr/evyppWUEzY0zob+IspZrxeXbZ5j27bwxif3XW0c3RG7jd3u423qb91+qyVy83jxy83j9M8LpcNTR6X78U/lG38PfALiss2bll3/njr+H497vNWLjeTH7/cTE4zuVw2TJm8d/nZ+n35/p8NPKPu7Gm/jV4nV1MkIv6D4nJcr6y7Fo0tIkaA6zJzQd21SKqGeTwczGOpGczk4WAma6p46keFImJPiksC/Q/FDK9vorjETPt5aZKkCpnHkjQ4zGRJ46lsMs2I2DsiboqIWyLimKqOM+BWUQyROpdiIr8XAQsy82u1ViWpUcxjwDyWNCDMZMBMljSOSk79iIj1Kc4RezXF+TdXA4dm5g19P5gkaUzmsSQNDjNZkrpT1YiK3YFbMvPnWVwy5RxaLkEkSZoy5rEkDQ4zWZK6UNUcFdtSzGg6agXFeWgdLblqtTN6SprW5u/+5Kjp0BPKY2huJr9go5/WXYI0pVY+a8e6S6jFvBmb1pXH4HdkjWOr562puwRpSo2VyVWNqOh0sMcEbUQsjIiRiBi57PzTKipDkhpv3DwGM1lqmqZ2UgwAvyNLUheqGlGxguI6vqNmAXe0rpCZiymuoW1vsSRVZ9w8hsdmMheekNy9aEqKk1SPJQ8dXXcJ9dm91qP7HbkLjipopruWN/OClPfMOq/uEmo1b8b8jsur+jRcDewUETsCtwNvBt5S0bEkSWMzjyVpcJjJXbhr+QZ2VjTQ/BvOrruEetwAi+ZtVHcVA6eSjorMXBMR7wYuBtYHTsvM66s4liRpbOaxJA0OM7k7dlKoSW6dBQfd8FDdZdRnm86LKxtfk5nfBr5d1f4lSd0xjyW1m9/o07s+VOvRzWSps6UHH1J3CbVo6ikvo8aaMamqyTQlSZIkSZImzI4KSZIkSZI0MOyokCRJkiRJA6PZJ8RIkiRJklSTpl+eFDpfntQRFZIkSZIkaWBMekRFRGwHLAG2AtYCizPzMxFxAnBguWwlsCAz7+hHsZKkzsxkSRoM5rGkiTh6aYMvTQqwoPPiXk79WAP8TWb+T0TMAK6JiEuAT2XmhwAi4r3APwLv6OE4kqaJZg9t6zysrY/MZEldW/TC7esuoTZHV38I81iSejTpUz8y887M/J/y/v3AcmDbzLyvZbUnA9lbiZKk8ZjJkjQYzGNJ6l1f5qiIiB2AFwI/LB+fGBG/At5K0VvcaZuFETESESOXnX9aP8qQJNF7Ji++aGSqSpWkac3vyJI0OT13VETEJsB5wPtGe4oz8x8yczvgy8C7O22XmYszc05mztnzoCN6LUOSRH8yeeHec6auYEmapvyOLEmT19PlSSNiQ4oA/nJmfr3DKl8BLgSO7+U4kqTxmcmSNBjMY0ndunVW3RXUa8cxlvdy1Y8AvgQsz8xFLct3ysyflg8PAG6c7DEkSd0xkyVpMJjHkiZi1up96i5hIPUyouJlwNuAn0TEsnLZ3wN/GRHPobj00i9wNmNJmgpmsqSuNfpyeAsqP4J5LKlrl83dpO4SajVvjOWT7qjIzO8B0eGpb092n5Kmr2ZfmrR6ZrIkDQbzWJJ619McFZLUrS1WHGxnhSRJEzD/7kXjrzQd3V13ATW6e+u6K9AUWzRvo7pLqNW8GfM7LrejQpIkSZKkGsxd+YK6S6jXNp0X21EhaUo4mkKSJEl6rNm7XVd3CTWb3XGpHRWSpoSnfkjS4Gjy5fDGuhSeBsfSV7y37hJUg7uWN/NX0/lnnl13CfVa0HlxMz8NkiRJkqSBMf+GZv7CvvTgQ+ouoVZ9v+rHqIhYHxgBbs/M/ctrR/9/wCHAI8DnM/PkXo8jabg5mmJqmMmSNBjMY2limvoL+3X3f7PuEmpV5WSaRwHLgZnl4wXAdsBzM3NtRGzZh2NIGnKe+jFlzGRJGgzmsaRxHb30obpLqNeCzot76qiIiFnAfsCJwNHl4ncCb8nMtQCZubKXY0iSumMmS9JgMI8ldaupI0lGjXXqx3o97vck4APA2pZlzwLeFBEjEfGdiNip04YRsbBcZ+Sy80/rsQxJg87RFFOiL5m8+KKRqahVkqYz81iSejDpERURsT+wMjOviYg9Wp56AvBAZs6JiNcDpwEvb98+MxcDiwGWXLU6J1uHpOHgqR/V6mcmc+EJZrIkTVI/83jRHUty0RTUPGiOPu/cukuoTdP/ui6N6uXUj5cBB0TEvsDGwMyIOAtYAYz+NnI+cHpvJUqSumAmS9Jg6FseN/bc9afdWXcFtZnX4E4aNdSCIzsunnRHRWYeCxwLUPYW/21mHhYRHwfmUvQSvxK4ebLHkDR9OJqiWmayJA0G87gP7t667gpUA0eTNFNVc1R08nHg4Ij4CfAxoHMXiaRG2WLFwXWX0FRmsiQNBvNYkrrUj8uTkpmXA5eX939LMcuxJD1GY4ewwpiXXqqCmSxJg8E81kQ5qkAq9KWjQpLGM/+Gs+suQZIkDYEm/7LuHBVqnH7PUSFJE7Fkl0PtrJCkATFr9T51lyCpgyZ30jTVXcub/Sv5/DGWN/tVkSRJkiSpJls9b03dJQwkOyokTQlHU0iSNDEPb97MkS9N/guzv7RKhZ5SICI2A04FdgUSOAL4PfAFYBPgNuCtmXlfb2VKGnae+lE9M1mSBoN53Jvd7nty3SXU5tf8ru4SpIHQa3flZ4CLMvMNEbER8CTgEorrRf9nRBwB/B3woR6PI0kan5ksSYPBPO7BLqtvr7uE2vyaTeouQRoI6012w4iYCbwC+BJAZj5UXnbpOcAV5WqXAAf3WqQkad3MZEkaDOaxJPWulxEVzwTuBk6PiN2Aa4CjgOuAA4BvAocA2/VapCRpXGaypK5dv/3ddZdQm9lsW/UhzGNJ6tGkR1RQdHK8CPh8Zr4QWA0cQ3EO3rsi4hpgBvBQp40jYmFEjETEyGXnn9ZDGZIk+pjJiy8amaqaJWk66lsen3rxWVNVsyQNlMjMyW0YsRVwZWbuUD5+OXBMZu7Xss7OwFmZufu69rXkqtWTK0LSUGny5Fi77UVUuf9+ZjIXnmAmS9Pcsm1fW3cJtZk9e/bQ5PHD37y9kXl82VznaWiieVecXHcJtVj6ivfWXUKt5s3YtGMmT/rUj8y8KyJ+FRHPycybgFcBN0TElpm5MiLWA46jmN1YkpjJqXWXUKMjK927mSxJg8E8libn4TVH1F1CLXb64bl1l1CvvTp/R+71qh/vAb5czmb8c+DtwPyIeFf5/NeB03s8hiSpO2ayJA0G81iaoKaOpLlr+aF1l1CrHcdY3lNHRWYuA+a0Lf5MeZMkTSEzWZIGg3ksSb3pZTJNSZIkSZKkvur11A9JkiRJkjQJ8+9eVHcJNftQx6V2VEiSJDXMymeNdVawJGkq3fqEresuoVZj/W/kqR+SJEmSJGlg2FEhSZIkSZIGRk8dFRFxVERcFxHXR8T7ymWfiogbI+LHEXF+RGzWn1IlSetiJkvSYDCPJak3k56jIiJ2Bf4K2B14CLgoIi4ELgGOzcw1EfEJ4Fjgg/0oVpLUmZksTcLdzT0veN4VJ9ddQn326zxxW7+Yx5LUu14m03wecGVm/h4gIv4TOCgzP9myzpXAG3o4hiSpO2aypO41uJNmCpjHkro2a/U+dZcwkHrpqLgOODEingr8AdgXGGlb5wjg33o4hqRpxCCulJksqWvLZs+pu4TazK7+EOaxJPVo0nNUZOZy4BMUw9guAq4F1ow+HxH/UD7+cqftI2JhRIxExMhl55822TIkDYlD7/xt3SVMa/3M5MUXtX+fliR1q595fOrFZ01BxZI0eCIz+7OjiH8CVmTm5yLicOAdwKtGh72ty5KrVvenCEkDrcmdFRseuG1M5fF6yWQuPMFMVjM0+PSHRo+omD17aPL44W/e3sg8vmzuJnWXIE2ZPS9dVXcJtRrrO3Ivp34QEVtm5sqIeAbweuDPImJviomBXtnVF2JJUl+YyZI0GMxjSepNTx0VwHnl+XcPA+/KzN9ExCnAE4BLIgKKyYTe0eNxJA25Jo+mmEJmsiQNBvNYknrQU0dFZr68w7Jn97JPSdPT2VtvZmdFxcxkaWKWHnxI3SXU5q7lvf6tanhNwWSa5rEk9ai5/0tJkiQ11FbPWzP+SpIk1WTSV/2QpIlwNIUkSZKkbjiiQtKU8NQPaYA1+OoXTbXlz26tu4T6zJ6Kkz8kSb2wo0KSpIZr6qUqm/zL+uxlI3WXUB87KiRp4NlRIWlKzH/J+XWXULPD6i5AGtPKZ+1Ydwm1mHfFyXWXUJ+n1V2AJAng+u3vrruEWs1m247Lx+2oiIjTgP2BlZm5a7nsEODDwPOA3TNzpFy+A7AcuKnc3MsuSQJgydUH2VnRB2aypH5Ytu1r6y6hNv0aT2EeS1J1uhlRcQZwCrCkZdl1wOuBL3ZY/2eZ6Zg6SarGGZjJ1WjwPA1NHVmw9BXvrbuE2szb5N/rLqFGfYvEMzCPJfWoqaMaxzNuR0VmXlH2ArcuWw4QEdVUJWnacTRFf5jJ1WnqPA0As29v5i+tTe2gARrdMceC/uzGPJak6lQxR8WOEfEj4D7guMz8r04rRcRCYCHAgmNOZs+DjqigFEmDwlM/ajPhTP7iuw9g4d7N/aVdaoJGd8zVd+gJ5/Hn3vlxjnyNcxxJap5+d1TcCTwjM/83Il4MfCMinp+Z97WvmJmLgcUAS65anX2uQ5I0yUzmwhPM5IZp6nwFTR1JAvD8XzR4Ns16eiomlccPf/N281hSI/W1oyIzHwQeLO9fExE/A3YGGnwNLEngqR91MJMljaXJs8yPNcN8lcxjSZqYvnZURMTTgHsz85GIeCawE/Dzfh5D0nDy1I+pZyZL69bUkSQAl27547pLqM3sGoZUmMeSNDHdXJ70bGAPYIuIWAEcD9wLfJbiKtwXRsSyzHwN8ArgoxGxBngEeEdm3ltV8ZKGy9JVzf2lYN6M/uzHTK5Ok2fdbuqkkk2+6sfRVzT3tBe26c9uzGNJqk43V/04dIynHven0cw8Dziv16IkSZ2ZyVL/zLvi5OZ2VjT5qh99Yh5XZ89LV3HZ3E3qLkNSjaq46ockaYgteuH2dZdQi7k/u7XuEmrT1FMgZi8bYd5559ZdhqQ2dlJIsqNCkiQ1UpMv0bnpPc2dw7G5J3lJ0vCwo0KSJKlhfrdFcztpJEmDz44KSZKkhmny5LHDpKmXkd3yZ81sNxSnpKlZFs3bqO4SajVvxvyOy7vqqIiI04D9gZWZuWu57ATgQGAtsBJYkJl3RMSmwFnAM8r9fzozT++5BZIk81iSBoR5XJ0md6QtbXDbm2rXugsYUJGZ468U8QpgFbCkJYhnZuZ95f33Artk5jsi4u+BTTPzg+U1o28CtsrMh8ba/5KrVo9fhKSht9Xz1tRdQm3mzdg0+rGfqvMYgDNObWYmP+3OuiuQpk6Tr/qx4MihyeOl9/+ukXnsJLfNtPTgQ+ouQTUY6ztyVyMqMvOKiNihbdl9LQ+fDIwGaQIzIiKATSiuJ93c306kNvPvXlR3CbVZ+ryGXgawj8xjSRoM5rEkVaenOSoi4kRgPvA7YM9y8SnAt4A7gBnAmzJzbS/HkaaTpl76EWCL5Q2eFmf3andvHkuT0OBRBU0+J/roivdvHqsXjiqQCl2d+gFQ9hhfMDq0re25Y4GNM/P4iHgD8DKK/weeBVwC7NbWw0xELAQWAiw45uQX73nQET00Qxoe98w6r+4SVIOjt5nfl6HG0P88Lrf7YyZ/8fC3vXjhHq/oV7lDo8mXqmwqJ61rqD6d+gHV5/FRnznpxfu+fUG/ytUQ8LQXNc4YmdyvP29+BbgQOB54O/DxLHpAbomIW4HnAle1bpCZi4HF4BwVktRHE85jeGwmN3aOCjVOkzunmjxZ4bypO1TPedzUOSokadIdFRGxU2b+tHx4AHBjef+XwKuA/4qIpwPPAX7eU5WSpoX3XP2qukuoz4HV7brfefzw5vtUUufga+7l8CT1h9+P1asmn/ox74qT6y5BA6Tby5OeDewBbBERKyh6hveNiOdQXH7pF8A7ytVPAM6IiJ8AAXwwM+/pd+GShs+GB1xWdwk1Oqwve5mKPL5++2b+wj779n+vuwRp6ixr7vwcLDiyL7vx+7EkVafbq34c2mHxl8ZY9w6mdFSdpGGxdNVr6y6hNvNm9Gc/5rGkfmjyaS+z+7Qf81hSXzR4Yud1afAU/JIkSZKkgeAv7GphR4U0xY5e+lDdJdRmyS4NjpyKL08qSRPR5Mk0JWmQNHleEhh7qFmDf2uQJEkAy7Zt7mlZTXXd/d+su4TazJsxv+4SJHXQ1Mm8n/7DTesuoV57dV5sR4WkKTP/hrPrLqE+u/dn8jZVp8m/rDuRaPOsfNZ76y5Bkh7jsrmb1F1CLe5avrruEmq1G0/uuNyOCklT5tpZzf1lfbe6C5DWoamdNE3uoGn0ZQD3+1DdFUiSxjFuR0VEnAbsD6zMzF1blr8HeDewBrgwMz8QEU8Fvga8BDgjM99dTdnS8GrqL+u7rTiV3VacWncZNerb5fDMZEkaAOaxJFWnmxEVZwCnAEtGF0TEnsCBwAsy88GI2LJ86gHgQ8Cu5U1Sm5k085f1W2fVXUG9+jht3RmYyZJ65ez6/XAG5rGkHs2/e1HdJdSs8yi3cTsqMvOKiNihbfE7gY9n5oPlOivLf1cD34uIZ/dSqjSdzVrdzImCAD77ku/WXUJtju7TfsxkSf2wbPacukuozew+7cc8lqTqTHaOip2Bl0fEiRQ9xH+bmVf3ryxJ082GB1zG0axXdxnTlZksaUK8PGllzGNJ6oPJdlRsAGwOvJTiXLuvRsQzMzO73UFELAQWAiw45mT2POiISZYiDZemzmjMqtdy1/Lmzt87f/dKd9/XTD7uuOM4+OCDKylUkqa5vubxUZ85iX3fvqCKOiUNiEUv3L7uEmo11qjjyf7WsAL4ehm6V0XEWmAL4O5ud5CZi4HFAEuuWt11eEuSHqevmbxs2TIzWc3Q4Hkarrv/m3WXUJt5M+ZXufu+5vHS+39nHktqpMl2VHwDmAtcHhE7AxsB9/StKknTTpNHU0wBM1mahCbP07DFip3qLqE+21S6d/NY0oQcvfShukuo14LOi7u5POnZwB7AFhGxAjgeOA04LSKuAx4CDh8d0hYRtwEzgY0i4nXAvMy8oecGSBpqWz1vjZ0VfWAmS9JgMI8lqTrdXPXj0DGeOmyM9XfopSBJ0tjMZEn90OzL4XW+FN5EmceSVB3/vClpSlx3/zdhVt1V1KnSc6IlSZKkacNrBUqaErvOOLDuEiRJkiQNATsqJEmSJEnSwLCjQtKUaPKl8CRJkiR1zzkqJE2JXWccyLzzzq27jPosqLsASXrUohduX3cJtTm67gIkSePqakRFRJwWESvLSy2NLpsdEVdGxLKIGImI3du2eUlEPBIRb+h30ZLUVOaxJA0G81iSqtPtiIozgFOAJS3LPgl8JDO/ExH7lo/3AIiI9YFPABf3rVJJQ22nH57LrQ2+6seO/dvVGZjHknp09NKH6i6hPgv6tqczMI8lqRLX2rxnAAAgAElEQVRddVRk5hURsUP7YmBmeX9T4I6W594DnAe8pMf6JE0TP/3TQ9jphw0+9aNPzGNJGgzmsaR+uHbWkXWXUKvdxljeyxwV7wMujohPU5xC8ucAEbEtcBAwl3UEcUQsBBYCLDjmZPY86IgeSpE0DGat3qfuEqarnvK4XPePmXzcccdx8MEHV1qwJE1Tfc3joz5zEvu+fUGV9Uqq2S6rb6+7hJpt23FpLx0V7wTen5nnRcQbgS8BewEnAR/MzEciYsyNM3MxsBhgyVWrs4c6JA2JDQ+4rO4SanRYlTvvKY/hsZm8bNkyM1mSJqevebz0/t+Zx9I0d9ncTdjz0lV1lzFweumoOBw4qrx/LnBqeX8OcE4ZwlsA+0bEmsz8Rg/HkiSNzTyWpMFgHkuaEDspOuulo+IO4JXA5RTD2H4KkJl/nDMuIs4ALjCEJQEsXfXaukuozbwZle7ePJakwWAeS1IfdNVRERFnU8xYvEVErACOB/4K+ExEbAA8QHkunSSpOuaxJA0G81hSP1y//d11l1Cr2b3MUZGZh47x1IvH2W5BN/uXpP/H3p2HSVaW9/9/f9hEWQRFZGRQcJeYCIpovkRFNBMBBXHHwDgqmcTo14XENRr9uSRqzMQ16kRA+EowKhINLkBUNG7ooKDIKKCgjo4ZCSqLQcC5f3+c01I0PdPd01V9qvu8X9fVV1c95zmn7qer5p6qp55FM2M+lqTxYD6WpNHZqusAJEmSJEmSJsxljQppi1259PSuQ+jMldd0HUF3dlvX4y0vD+w6AEm62eVLu46gO/tMX0WS1DE7KiTNmz53UMHyrgOQJEmSFgQ7KtSJ48++oesQ1IFVy7brOgRJErD0ukO7DkGSpE2yo0KSJKln+rzK/KZWmJekLmy4hxPSpjLtYppJ9kryuSRrk3wnyQva8jskOSfJpe3vXdvyFye5oP25KMlvk9xh1A2RpMXOfCxJ48OcLEmjk6rafIVkCbCkqr6RZCfgfODxwArgqqp6Y5KXAbtW1Usnnfs44EVVdcjmHuOUr123+SC06Cy/+LSuQ1AHer1426OPy1yvMR/5GOCCCy4wJ0tatPbbb78552OYn5x89jW/Mh9LWtSW7XT7KXPytFM/qmo9sL69fU2StcCewJHAwW21k4FzgZdOOv1owE+kkgDnRM+V+ViSxoc5WZJGZ9qpH4OS7A3sD5wH3LlN0BOJevdJdW8HPAaYcpn/JCuTrEmy5nNnnDj7yCWpx4aZj9s6v8vJp5/e591ZJGn2RvUe+ZMnvX+EUUvS+JrxYppJdqRJqC+sqquTaUfNPQ74UlVdNdXBqloNrAanfkh98blDduw6hM4sG+K1hp2P4ZY52akf0uLn4m3DM8r3yE79kNRXM+qoSLItTQI+tao+2hb/d5IlVbW+naO3YdJpT8MhbdKtnP3EJ3cdQmcuuuZjXYfQmWU7LR/KdczHkjQ+zMmSNBrTdlSk6RY+AVhbVasGDn0ceAbwxvb3xwbOuT3wCOCYoUYraUE7fsmsZptpEvOxJI0Pc7Ikjc5MRlQcBBwLfDvJBW3ZK2iS74eSPBv4ETD4NfFRwNlVdd0wg9XiceOu/V1U8WdrZzzjavG5+PquI+jOiqFcxXwsSePDnCxJIzLt9qTzwTUq+ufo9b/sOoTOnLZkl65D6Mwe97up6xA6s6mtl8aRa1RIi1+f16hYSPnYNSokLXabysmOw5Y0L/rcSSFJkiRp5no8Bl3qRm9Hk6yHbbfp8VbEh7+q6wgkSZKkBcGOCknzZtX+d+s6hM4c33UAkiRJ0gJhR4WkeXHxDnvyqIuHs0XngnSXrgOQNFmv12k4/cNdh9CdFcd1HYEkaRoz2Z50L+AUYA9gI7C6qt6W5HXAkW3ZBmBFVf203arpbcBhwK/b8m+MqgGSFoZ9r/sJ63b4VNdhdGg4b4zNyaOz3wMu6jqEzlxw4f27DqETu3//8q5D0AJmPpak0Zl2148kS4AlVfWNJDsB5wOPB9ZV1dVtnecD+1bVXyQ5DPi/NEn4IcDbquohm3sMd/3on+UPPqPrEDqzav3GrkPozPFn39B1CN1ZcdxQVpmfj5xMfaCXObmvH9bVT5/d/Vtdh9CZ4++yfOHkY+hlPpbUK1Pm5GlHVFTVemB9e/uaJGuBPavq4oFqO3BzIj0SOKWaHpCvJtklyZL2OlLv9fXD+uVLm5++GtYAc3OypGE46uJ+/l8EDG0qnvlYkkZnVmtUJNkb2B84r73/BmA58CvgkW21PYEfD5y2ri0zCet3zr72cV2H0Jmf7dvfpWGuXHp61yF0ZhSLaZqTJW2pSx/y5K5D6MwoViYxH0vScM34E1OSHYHTgRdODGerqr8B/ibJy4HnAa9m6qEbtxq2lmQlsBJgxcveziOPetbso5eknhplTn7B297KYc9cMaLIx9eyn7y96xCkeXP2PZ7fdQiLxijz8Xvf+15Wrlw5qtAlaWzNqKMiybY0CfjUqvroFFX+FfgETRJeB+w1cGwp8NPJJ1TVamA1uEaF1Ad9Hk0xbKPOyWdf8ytzsnrh7If398O6u34Mx6jzMa5RIamnZrLrR4ATgLVVtWqg/F5VdWl79wjgu+3tjwPPS/JBmoWCfuXcO0m7rXsiD7v6tK7D6M6Q5kSbk0en1x9av+Bokr45+4n9nfqxbEjXMR9L0ujMZETFQcCxwLeTXNCWvQJ4dpL70Gy99EPgL9pjn6RZzfgymq2XnjnUiCUtWEuvO7TrEBaDkefkZTvdftgxa9wd/qquI+jEsD6wqrd8jyxJIzLt9qTzwakf/bPH/W7qOoTO/GxtPxfT7PNzDrBsp9sPZTu8eWJOlrSYmY8laXxs2fakkoZr+cU9nf5wMaxatl3XUXRm2U7Luw5BkiRJWhDsqJDmWZ/nBe/W09EkwNDWqJAkSZIWu626DkBSP/R1yoskSZKk2bGjQtK86PsaFZIkSZJmxq84Jc2bK5ee3nUIHXKNCkmSJGkmph1RkWSvJJ9LsjbJd5K8oC1/TZKfJLmg/TmsLT9woOzCJEeNuhGS1AfmY0kaH+ZkSRqdabcnTbIEWFJV30iyE3A+8HjgKcC1VfWWSfVvB9xQVTe1514I3KWqNjnu2+1J+8dpAP100TUf6zqEzhx/l+Vz3g5vPvJxy5wsaTEbyvak85STzceSFrst2560qtYD69vb1yRZC+y5mfq/Hri7PSZYSRoK87EkjQ9zsiSNzqzWqEiyN7A/cB5wEPC8JMuBNcBfVdUv2noPAU4E7gYcO4Nv7yT1wPFn39B1CN1ZMdzLmY8laXyYkyVpuGa860eSHYHTgRdW1dXAu4F7APvR9Cb/40Tdqjqvqn4PeDDw8iTbT3G9lUnWJFnzuTNOnGMzJKk/hp2P22v+LievXr165G2QpMVilO+RzceS+mraNSoAkmwLnAmcVVWrpji+N3BmVd1/imOfA15cVWs2dX3XqOgf16jop3ud9+GuQ+jMPo8+blhzokeaj1vmZEmL2VDyMcxLTjYfS1rstmyNiiQBTgDWDibgJEvauXkARwEXteX7AD9uFwq6G3Af4Iq5xS5pMVh63aFdh7CgmY8laXyYkyVpdGayRsVBwLHAt5Nc0Ja9Ajg6yX40Pb1XAH/eHvsj4GVJbgQ2An9ZVVcONWpJ6ifzsSSND3OyJI3IjKZ+jJpTP/rHqR/9tGzH/+g6hO7kmKENNZ4H5mRJi5n5WJLGx5Q5ecaLaUqSJEmSJI3aWIyoWPXTU7oPoiO7rXti1yFImgfLD9zBb/AkaTyYjyVpfDiiQpIkSZIkjTc7KiRJkiRJ0tiwo0KSJEmSJI2NabcnTbIXcAqwB81WSqur6m1J/o1m/2eAXYBfVtV+7Tl/ALwX2Lk958FVdf0I4pe0gFy59PSuQ+jQ8jlfwXwsSePDnCxJozNtRwVwE/BXVfWNJDsB5yc5p6qeOlEhyT8Cv2pvbwN8ADi2qi5MckfgxhHELkl9Yz6WpPFhTpakEZm2o6Kq1gPr29vXJFkL7AlcDJAkwFOAQ9pTlgHfqqoL23P+ZwRxS1LvmI8laXyYkyVpdGYyouJ3kuwN7A+cN1D8MOC/q+rS9v69gUpyFnAn4INV9eYprrUSWAnwpDet4A+PeeSsg5e0sBx/9g1dh9CdFcO93DDzcXu93+Xk9773vaxcuXK4AUvSIjaq98jmY0l9NeOOiiQ7AqcDL6yqqwcOHQ2cNumafwQ8GPg18Jkk51fVZwavV1WrgdUAq356intESz1w+dKuI+jOPkO81rDzMdwyJwPmZEmaoVG+R8Z8LKmnZtRRkWRbmgR8alV9dKB8G+AJwIMGqq8DPl9VV7Z1Pgk8ELjVG+O+223dE7sOQZo3R6//JXBo12EseOZjSRof5mRJGo2Z7PoR4ARgbVWtmnT40cB3q2rdQNlZwEuS3A64AXgE8E9DindR6fMOCHbS9M9pS3bp9Wv++OHs+mE+lqQxYU6WpNHZagZ1DgKOBQ5JckH7c1h77GncckgbVfULYBXwdeAC4BtV9YkhxixJfWU+lqTxYU6WpBFJVfdT31yjon8cUdE/yy8+bfpKi9mK49J1CLNgTpa0mJmPJWl8TJmTZzKiQpLm7JR9j+46BEmSJEkLwKy2J5WkuXDXD0mSJEnTsaNC0rxw1w9JkiRJM+HUD0nz4rQlu3QdgiRJkqQFwBEVkubN5w7ZsesQOrOs6wAkSZKkBWLajookewGnAHsAG4HVVfW2JA8A3gPsCFwB/GlVXZ1kO+C9wAFt/RdU1bmjCV8LVe93gOihU/Y9mp+t7XHf6IFzv4T5WJLGhzlZkkZnJp8abgL+qqq+kWQn4Pwk5wDvA/66qj6f5FnAi4FXAX8GUFW/n2R34FNJHlxVG0fUBkkLwPKLT2PVsu26DqNDy4dxEfOxJI0Pc7Ikjci0a1RU1fqq+kZ7+xpgLbAncB/gC221c4Antrf3BT7T1t8A/JKm51iSNAfmY0kaH+ZkSRqdWS2mmWRvYH/gPOAi4Ij20JOBvdrbFwJHJtkmyT7AgwaODV5rZZI1SdZ85QOf27LoJS0Y/R5NMXzDzMft9X6Xk1evXj3K0CVp0RnVe2TzsaS+mvGE8SQ7AqcDL2zn2T0LeHuSvwU+DtzQVj0RuB+wBvgh8GWaoXG3UFWrgdUAq356Ss2lEZLG3/Fn32BnxZAMOx/DLXMyYE6WpBka5XtkzMeSempGHRVJtqVJwKdW1UcBquq7tAvZJ7k3cHhbfhPwooFzvwxcOtywJS1ER118w/SVFqu7DOcy5mNJGh/mZEkajWmnfiQJcAKwtqpWDZTv3v7eCnglzerGJLldkh3a238M3FRVF48gdkkLyOVLu45g4TMfS9L4MCdL0ujMZETFQcCxwLeTXNCWvQK4V5Lntvc/CpzU3t4dOCvJRuAn7bmSem6fdXZWDIH5WJLGhzlZkkYkVd1PfXONiv45/uweTwHosQv26+/i5vvtt1+6jmEWzMmSFjPzsSSNjylz8owX05Skudpwj326DkGSJEnSmJvV9qSSJEmSJEmjNBZTP3j/+8YgiG6csu/RXYcgaR4sP3AHhxpL0ngwH0vS+JgyJzuiQpIkSZIkjY1p16hIsj3wBeA2bf2PVNWrk5wKHADcCHwN+POqujHJnwIvbU+/FnhOVV04kuglLShXLj296xA6tHzOVzAfS9L4MCdL0ujMZDHN3wCHVNW1SbYFvpjkU8CpwDFtnX8FjgPeDVwOPKKqfpHkUGA18JDhhy5poen1bi8rhnIV87EkjQ9zsiSNyLQdFdUsYnFte3fb9qeq6pMTdZJ8DVja1v/ywOlfnSiXpMt7nA2Gsd+J+ViSxoc5WZJGZ0bbkybZGjgfuCfwrqo6b+DYtsCxwAumOPXZwKeGEKekRWDpdYd2HcKCZz6WpPFhTpak0ZjRYppV9duq2o+m5/fAJPcfOPzPwBeq6r8Gz0nySJok/FKmkGRlkjVJ1qw+9wtbFr0k9cwo8nFb5+acvHr1KEKXpEVn5O+RzceSemrW25MmeTVwXVW9pb29P/CEqto4UOcPgDOAQ6vqkmkv6vakUi8sf/AZXYfQnRwz9O3wRpKPG73NyZJ6YSTbk44oJ5uPJS12U+bkaTsqktwJuLGqfpnktsDZwJuAPYBnAY+qqv8dqH9X4LPA8klz8Tatxx0VfWUHTT/1edeP4++yfM5vjOclHzfMyZIWs6F0VMxTTjYfS1rspszJM1mjYglwcjsHbyvgQ1V1ZpKbgB8CX0kC8NGqei3wt8AdgX9uy2+qqgOG0ABJC5y7fsyZ+ViSxoc5WZJGZNZTP0bCERW9s2rZdl2HoA70u6PiuJEMNR4Rc7Kkxcx8LEnjY8qcPKPFNCVJkiRJkubDjLYnlYbt/jsd2XUI6sSHuw5AkiRJ0pgbi6kfF/5nf4e1XbjzdV2HIGkeLD9wB4caS9J4MB9L0vhw6ockSZIkSRpvTv2QNG+WX3xa1yF058Djuo5AkiRJWhCm7ahIsj3wBeA2bf2PVNWrB46/A3hmVe3Y3l8B/APwk7bKO6vqfUOOW9JC9Iztu45gwTMnS9J4MB9L0ujMZETFb4BDquraJNsCX0zyqar6apIDgF2mOOffqup5Q410EXJ9CvXJHve7ibOvfVzXYXRm2U5Du5Q5WZLGg/lYkkZk2o6KalbbvLa9u237U0m2pukVfjpw1FyC2Pe6n0xfaRHa9zo4bclU/4dJi8/P1m7DlUtP7zqMzizbaflQrjMfOVmSND3zsSSNzozWqGgT7vnAPYF3VdV5SV4AfLyq1ie3WqjziUkeDlwCvKiqfjzMoCUtTMeffUPXIXRnxfAuZU6WpPFgPpak0ZjRrh9V9duq2g9YChzYJtgnA++Yovp/AHtX1R8A/wmcPNU1k6xMsibJmved9YEti36BczSF+qTXC2kO2ahz8urVq0cVuiQtKuZjSRqNNKPWZnFCMrFI0HOA69vbdwV+UFX3nFR3a+Cqqrr95q5548d+0ts9ou2sUJ/scb+bug6hM8t2uv2Ue0TP1ShyMtDbnCypF8zHkjQ+pszJ046oSHKnJLu0t28LPBo4v6r2qKq9q2pv4NcTCTjJkoHTjwDWzjVySVLDnCxJ48F8LEmjM5M1KpYAJ7c9v1sBH6qqMzdT//lJjgBuAq5iqDOzF5+j1/+y6xA64UiS/rly6elceU3XUXRnWItpYk6WpHFhPpakEZn11I9R6PPUj76yo6Kf+rzrx/F3WT6SocYjYk6WtJiZjyVpfGzZ1A9JkiRJkqT5MqPtSSVprh529WlwcddRdOguXQcgSZIkLQx2VKgTfd79oa8u5cn8bG1/U84+XQcgSZIkLRBO/ZAkSZIkSWOjv19vSppXy77w9q5D6Nirug5AkiRJWhCm7ahIsj3wBeA2bf2PVNWrkwR4PfBk4LfAu6vq7UluD3wAuGtb/y1VddKoGiBpYTj74c/nkZ+9tuswOrPtkK5jTpak8WA+lqTRmcmIit8Ah1TVtUm2Bb6Y5FPA/YC9gPtW1cYku7f1nwtcXFWPS3In4HtJTq2qG0bSAknqF3OyJI0H87Ekjci0HRVVVcDE16Dbtj8FPAd4elVtbOttmDgF2KntTd4RuApw5USp53b//uV8525dR9Gd/dhzKNcxJ0vSeDAfS9LozGiNiiRbA+cD9wTeVVXnJbkH8NQkRwE/B55fVZcC7wQ+DvwU2Al46kSinnTNlcBKgPe+55msXHnIMNqz4Jzy9aO6DqEba7sOQPPtZ9yr6xA6td8QrzXynPze97Jy5cohRixJi5P5WJJGY0YdFVX1W2C/JLsAZyS5P818vOur6oAkTwBOBB4G/AlwAXAIcA/gnCT/VVVXT7rmamB1c+cDNaT2SNKiN/Kc3HzrJ0mahvlYkkZjVrt+VNUvk5wLPAZYB5zeHjoDmFgM6JnAG9vhcJcluRy4L/C1oUQsacG6cunp01datJYP/YrmZEkaD+ZjSRquraarkORObS8xSW4LPBr4LvDvND3CAI8ALmlv/wh4VFv/zsB9gB8MN2xJ6idzsiSNB/OxJI3OTEZULAFObufgbQV8qKrOTPJF4NQkL6JZSOi4tv7rgPcn+TYQ4KVVdeUIYpekPjInS9J4MB9L0oikGX3WsR6vUdHbxTTVS32e+nH8XZan6xhmobc5WVIvmI8laXxMmZOnnfohSZIkSZI0X2a1mKYkzcXxZ9/QdQjdWdF1AJIkSdLCYEeFpHlz+dKuI+jOPl0HIEmSJC0QTv2QJEmSJEljY9oRFUm2B74A3Kat/5GqenWSQ4C3ANsB5wPPrqqbktyXZr/oBwJ/U1VvGVn0khaUfR61fdchLGjmY0kaH+ZkSRqdmYyo+A1wSFU9ANgPeEyS/wOcDDytqu4P/BB4Rlv/KuD5NAlakjQ85mNJGh/mZEkakWlHVFSzf+m17d1t25/fAr+pqkva8nOAlwMnVNUGYEOSw0cQr6QF7OxrH9d1CJ1ZttPcr2E+lqTxYU6WpNGZ0WKaSbamGbp2T+BdwNeAbZMcUFVrgCcBe40sykVs+YPP6DqETpzy9aO6DkEduOiaj3UdQmeW7bR8KNcxH0vS+DAnS9JozGgxzar6bVXtBywFDgR+D3ga8E9JvgZcA9w0mwdOsjLJmiRrVq/+7CzDlqR+GkU+hsk5efVQY5akxWr075HNx5L6aVbbk1bVL5OcCzymXQDoYQBJlgH3nuW1VgNN9q0P1GzOlbQwHX/2DV2H0J0Vw73cMPNxe72bczKYkyVpFkb2Htl8LKmnZrLrx52AG9sEfFvg0cCbkuxeVRuS3AZ4KfCGEccqaYE7+4lP7jqEziwbwjXMx5I0PszJkjQ6MxlRsQQ4uZ2DtxXwoao6M8k/JHlsW/buqvosQJI9gDXAzsDGJC8E9q2qq0fTBC1Eyy8+resQ1IFTOLrrELpz4FCuYj6WpPFhTpakEUmzYHHHnPrRPydf33UEmmerlm3XdQidOv4uy9N1DLNgTpa0mJmPJWl8TJmTZ7SYpiTNVa/Xp5AkSZI0Y7NaTFOS5uL4JfaNSpIkSdo8PzVImh/P2L7rCCRJkiQtAOOxRoXz7yQtfs6JlqTxYD6WpPHhGhWSJEmSJGm8zbijIsnWSb6Z5Mz2/vOSXJakkuw2Rf0HJ/ltkicNM2BJ6jvzsSSND3OyJA3fbEZUvABYO3D/S8CjgR9OrtjuJ/0m4Kw5RSdJmor5WJLGhzlZkoZsRh0VSZYChwPvmyirqm9W1RWbOOX/AqcDG+YaoCTpZuZjSRof5mRJGo2Zjqh4K/ASYON0FZPsCRwFvGcOcUmSpmY+lqTxYU6WpBGYtqMiyWOBDVV1/gyv+VbgpVX122muuzLJmiRrVq9ePcNLS1J/jSoft9c2J0vSLPgeWZJGZ9rtSZP8PXAscBOwPbAz8NGqOqY9fgVwQFVd2d6/nJu3GNkN+DWwsqr+fTMP49ZLkha7OW+HN0/5GMzJkha3oWxP6ntkSRqKKXPytB0Vt6icHAz8dVU9dqDsCgaS8KT67wfOrKqPTHNpk7CkxW4ob4x/d7HR5WMwJ0ta3Iaaj8H3yJI0B1Pm5Nns+nHLqyXPT7IOWAp8K8n7pjtHkjR85mNJGh/mZEmau1mNqBihsQhCkkZo6N/gjZA5WdJiZj6WpPEx3BEVkiRJkiRJw2ZHhSRJkiRJGht2VEiSJEmSpLFhR4UkSZIkSRobdlRIkiRJkqSxsc1MKybZGlgD/KSqHpvkBOAAmlU6LwFWVNW1Sf4JeGR72u2A3atqlyHHLUm9ZT6WpPFhTpak4Zvx9qRJjqdJuju3SXjnqrq6PbYK2FBVb5x0zv8F9q+qZ01zebdekrTYDW07vBHnYzAnS1rchro9qe+RJWlOtnx70iRLgcOB902UDSTgALdl6kR6NHDabCOVJE3NfCxJ48OcLEmjMdM1Kt4KvATYOFiY5CTgZ8B9gXdMOnY3YB/gs1NdMMnKJGuSrFm9evVs45akvhp6Pm7rmJMlafZ8jyxJIzDtGhVJHkszZO38JAcPHquqZ7bz8t4BPBU4aeDw04CPVNVvp7puVa0GJrKvw9okaRqjysft+eZkSZoF3yNL0ujMZETFQcARSa4APggckuQDEwfbJPtvwBMnnfc0HNImScNkPpak8WFOlqQRmbajoqpeXlVLq2pvmsT6WeDYJPeE382/exzw3YlzktwH2BX4yiiClqQ+Mh9L0vgwJ0vS6Mx4e9JJApycZOf29oXAcwaOHw18sGa6pYgkaUuZjyVpfJiTJWkIZrw96YiNRRCSNEJD3Q5vxMzJkhYz87EkjY8t355UkiRJkiRpPthRIUmSJEmSxoYdFZIkSZIkaWzYUSFJkiRJksaGHRWSJEmSJGlszLijIsnWSb6Z5Mz2fpK8IcklSdYmef5A+duTXJbkW0keOKrgJamPzMeSND7MyZI0fNvMou4LgLXAzu39FcBewH2ramOS3dvyQ4F7tT8PAd7d/pYkDYf5WJLGhzlZkoZsRiMqkiwFDgfeN1D8HOC1VbURoKo2tOVHAqdU46vALkmWDDFmSeot87EkjQ9zsiSNxkynfrwVeAmwcaDsHsBTk6xJ8qkk92rL9wR+PFBvXVt2C0lWtueuWb169RaELkm9NPR8DOZkSdpCvkeWpBGYdupHkscCG6rq/CQHDxy6DXB9VR2Q5AnAicDDgExxmbpVQdVqYPWmjkuSbmlU+RjMyZI0W75HlqTRmckaFQcBRyQ5DNge2DnJB2h6gU9v65wBnNTeXkczL2/CUuCnwwlXknrNfCxJ48OcLEkjMu3Uj6p6eVUtraq9gacBn62qY4B/Bw5pqz0CuKS9/XFgebuy8UOBX1XV+uGHLkn9Yj6WpPFhTpak0ZnNrh+TvRE4NcmLgGuB49ryTwKHAZcBvwaeOacIJUnTMR9L0vgwJ0vSHKVqLKa+jUUQkjRCU81NHlfmZEmLmflYksbHlDl5pv21mF8AACAASURBVLt+SJIkSZIkjZwdFZIkSZIkaWzYUSFJkiRJksaGHRWSJEmSJGlszLijIsnWSb6Z5Mz2/qOSfCPJBUm+mOSebflfJPn2QPm+owpekvrIfCxJ48OcLEnDN+NdP5IcDxwA7FxVj01yCXBkVa1N8pfAgVW1IsnOVXV1e84RwF9W1WOmubwrGkta7Ia2yvyI8zGYkyUtbkPd9cP3yJI0J1u+60eSpcDhwPsGigvYub19e+CnABMJuLUDJlhJGhrzsSSND3OyJI3GNjOs91bgJcBOA2XHAZ9M8r/A1cBDJw4keS5wPLAdcMhwQpUkYT6WpHFiTpakEZh2REWSxwIbqur8SYdeBBxWVUuBk4BVEweq6l1VdQ/gpcArN3HdlUnWJFmzevXqLW6AJPXFqPJxe21zsiTNgu+RJWl0pl2jIsnfA8cCNwHb0wxl+xxw3zbRkuSuwKerat9J524F/KKqbj9NHA59k7TYzXlO9DzlYzAnS1rchrJGhe+RJWkotmyNiqp6eVUtraq9gacBnwWOBG6f5N5ttT8G1gIkudfA6YcDl84haElSy3wsSePDnCxJozPTNSpuoapuSvJnwOlJNgK/AJ7VHn5ekkcDN7blzxhKpJKkWzEfS9L4MCdL0nDMeHvSERuLICRphIa6Hd6ImZMlLWbmY0kaH1u+PakkSZIkSdJ8sKNCkiRJkiSNDTsqJEmSJEnS2LCjQpIkSZIkjQ07KiRJkiRJ0tiYUUdFkiuSfDvJBUnWtGV3SHJOkkvb37sO1D+4rfudJJ8fVfCS1EfmZEkaD+ZjSRqNGW1PmuQK4ICqunKg7M3AVVX1xiQvA3atqpcm2QX4MvCYqvpRkt2rasM0D+HWS5IWu6Fth2dOlqQ5MR9L0vgY+vakRwInt7dPBh7f3n468NGq+hHADBKwJGnuzMmSNB7Mx5I0RzPtqCjg7CTnJ1nZlt25qtYDtL93b8vvDeya5Ny2/vLhhixJvWdOlqTxYD6WpBGYaUfFQVX1QOBQ4LlJHr6ZutsADwIOB/4EeFWSe0+ulGRlkjVJ1qxevXq2cUtSn5mTJWk8mI8laQS2mUmlqvpp+3tDkjOAA4H/TrKkqtYnWQJMDF9bB1xZVdcB1yX5AvAA4JJJ11wNTGRf599J0gyZkyVpPJiPJWk0ph1RkWSHJDtN3AaWARcBHwee0VZ7BvCx9vbHgIcl2SbJ7YCHAGuHHbgk9ZE5WZLGg/lYkkZnJiMq7gyckWSi/r9W1aeTfB34UJJnAz8CngxQVWuTfBr4FrAReF9VXTSS6CWpf8zJkjQezMeSNCIz2p50HoxFEJI0QkPbDm8emJMlLWbmY0kaH0PfnlSSJEmSJGmo7KiQJEmSJEljw44KSZIkSZI0NuyokCRJkiRJY2NcOirS5U+SP+86Bttt2237om/3QtLn58m2227bvvjbvpD0+Xmy3bbdtvej3VMal46Krq3sOoCO9LXdYNv7qK/tXmj6/Dz1te19bTfYdo2/vj5PfW032PY+Gst221EhSZIkSZLGhh0VkiRJkiRpbNhR0VjddQAd6Wu7wbb3UV/bvdD0+Xnqa9v72m6w7Rp/fX2e+tpusO19NJbtTlV1HYMkSZIkSRLgiApJkiRJkjRGFmVHRZITk2xIctFA2QOSfCXJt5P8R5Kd2/I/TXLBwM/GJPu1xx7U1r8syduTbHL7lHExy7Zvm+TktnxtkpcPnPOYJN9r2/6yLtoyG7Ns93ZJTmrLL0xy8MA5C/E53yvJ59rn8DtJXtCW3yHJOUkubX/v2panbdtlSb6V5IED13pGW//SJM/oqk0zsQXtvm/7evhNkr+edK0F9XpfaPqak/uaj6G/Obmv+RjMyQtFX/Mx9Dcn9zUfQ39z8qLJx1W16H6AhwMPBC4aKPs68Ij29rOA101x3u8DPxi4/zXgD2n2d/0UcGjXbRtm24GnAx9sb98OuALYG9ga+D5wd2A74EJg367bNsR2Pxc4qb29O3A+sNUCfs6XAA9sb+8EXALsC7wZeFlb/jLgTe3tw9q2BXgocF5bfgfgB+3vXdvbu3bdviG2e3fgwcAbgL8euM6Ce70vtJ++5uS+5uMtaPuiycl9zcdb2HZzcjfPUy/z8Wzbvphycl/zcRtzL3PyYsnHi3JERVV9AbhqUvF9gC+0t88BnjjFqUcDpwEkWQLsXFVfqeaZOgV4/GgiHp5Ztr2AHZJsA9wWuAG4GjgQuKyqflBVNwAfBI4cdexzMct27wt8pj1vA/BL4IAF/Jyvr6pvtLevAdYCe9I8Zye31U7m5rYcCZxSja8Cu7Rt/xPgnKq6qqp+QfM3e8w8NmVWZtvuqtpQVV8Hbpx0qQX3el9o+pqT+5qPob85ua/5GMzJC0Vf8zH0Nyf3NR9Df3PyYsnHi7KjYhMuAo5obz8Z2GuKOk+lTcI0T+a6gWPr2rKFaFNt/whwHbAe+BHwlqq6iqadPx44f6G2fVPtvhA4Msk2SfYBHtQeW/DPeZK9gf2B84A7V9V6aBIWTW8pbPr5XbDP+wzbvSkLtt0LXF9zcl/zMfQsJ/c1H4M5eQHqaz6G/ubkXuVj6G9OXsj5uE8dFc8CnpvkfJohMDcMHkzyEODXVTUxf2uqeVcLdYuUTbX9QOC3wF2AfYC/SnJ3Fk/bN9XuE2n+oa0B3gp8GbiJBd7uJDsCpwMvrKqrN1d1irLaTPlYm0W7N3mJKcrGvt2LQF9zcl/zMfQoJ/c1H4M5eYHqaz6G/ubk3uRj6G9OXuj5eJv5eqCuVdV3gWUASe4NHD6pytO4uacYmn+kSwfuLwV+OsoYR2UzbX868OmquhHYkORLwAE0PWeDvekLsu2bandV3QS8aKJeki8DlwK/YIE+50m2pUlEp1bVR9vi/06ypKrWt8PWNrTl65j6+V0HHDyp/NxRxj1Xs2z3pmzq76ER6mtO7ms+hv7k5L7mYzAnL1R9zcfQ35zcl3wM/c3JiyEf92ZERZLd299bAa8E3jNwbCuaYU8fnChrh8Nck+Sh7aq2y4GPzWvQQ7KZtv8IOKRd4XYHmkVjvkuzwM69kuyTZDua/6A+Pv+Rz82m2p3kdm17SfLHwE1VdfFCfc7bWE8A1lbVqoFDHwcmViV+Bje35ePA8vZ5fyjwq7btZwHLkuzargK8rC0bS1vQ7k1ZFK/3haavObmv+Rj6kZP7mo/BnLyQ9TUfQ39zch/yMfQ3Jy+afFxjsDLpsH9oen3X0ywIsg54NvACmhVPLwHeCGSg/sHAV6e4zgE0c7i+D7xz8Jxx/ZlN24EdgQ8D3wEuBl48cJ3D2vrfB/6m63YNud17A9+jWVjmP4G7LfDn/I9ohmF9C7ig/TkMuCPNgkiXtr/v0NYP8K62jd8GDhi41rOAy9qfZ3bdtiG3e4/2tXE1zeJQ62gWhlpwr/eF9tPXnNzXfLwFbV80Obmv+XgL225O7uZ56mU+nm3bF1NO7ms+bmPuZU5eLPl44kUpSZIkSZLUud5M/ZAkSZIkSePPjgpJkiRJkjQ27KiQJEmSJEljw44KSZIkSZI0NuyokCRJkiRJY8OOCkmSJEmSNDbsqJAkSZIkSWPDjgpJkiRJkjQ27KiQJEmSJEljw44KSZIkSZI0NuyokCRJkiRJY8OOCkmSJEmSNDZ60VGR5DVJKslZUxz7SJJzZ3m9vdvrPXaW5x3cnnf/aeq9P8ma2Vx7ttq/yZWjfIwZxnFlktdMU2e3JO9M8oMk1yf5aZKzkjx+nsJc0JLsnOS1SS5O8r9JrknyhSRPSbJVW2ckr4ckL0ly8LCvO8XjHND+u/leko1J3r+JerdJ8o9JNiS5Lsknkuw96vgkSZIkzVwvOioGLEvy4CFcZz3wh8AXh3AtbUaSbYHPAYcCbwAeA7wE+G/gUR2GtiAk2R34KnAccCJwGPDktux9wONGHMJLgINH/BgABwF/BHwd+Nlm6r0dWAH8NfAkYDfgnCTbjzpASZIkSTOzTdcBzKOrgHXA3wBz+ia+qn5D80FvwWk/+G/sOo5ZOBi4P3BgVX19oPwDSdJNSAvKu4FdgQOq6icD5Z9O8k7g9t2ENXsTr92q+u0Uh99RVW9r6005GinJUuDZwLOq6pS27FvA5cAxNB03kiRJkjrWpxEVBfwdcESS399cxSR3TfLBJFcl+XU7zeA+A8dvNfWjHVL+7iS/TPI/Sf4hyQuT1BQPsVuSDye5tp3O8JebiOPxSb7bTnf4YpJ9Jx2/XZK3J/lZW+frSZZNqnNuO71lZZLvA9cDdxk4vn+Sr7bt/GaSh006f+t2WsCPkvwmyXeSPH2KWJ+S5NttnR8neUOSbSbVeXiSC9tYz0/yf6Z8Am5pl/b3rb4lr6pb/G2T3L8dyn9N+/PhJHtMUedLbQxrkxyRZM3gVIGJv9mk8241bSfJ9kne3Lb3N23bDpt03hVJ3pLkRUnWJflF+9raZVK9OyZ5b5L1bWzfS/LCgeNbJXlZksvax7okyTM294dLcjfgKODvJnVSTPz9flRV397EuSva9u44VXsG7v9Rkv9KcnX7c0GSJ0/UBe4IvLq9VqWdBjKT9kz32p3Ulpl0vk382/jowHk/oRkZdegMzpckSZI0D/rUUQHwYeASmlEVU0pyB5oPLvcB/gJ4CrAD8J9JbruZa7+ZZkj5/wf8KXBX4K82UfdfgAtpPkSeC7wryYGT6twNWAW8Dng6zTffZ+WWQ9T/BXgmzZSIo4AfA59I8keTrnUQ8BzgpTRD/X/Vlt8OOBl4L/BE4DfAGUluN3Dua2n+XquBI4AvAacmOXqiQts58m/AN4AjgXfQDK1/50CduwCfohnZ8qT2MU9tY9icC2hGgJzYfiiechRQknu2sW0PHEvzXPwe8B9JM/Kiff7OAnak+Zu+HngrzXO1JT7SPs7f0fxdvw58PMl+k+o9hWaaykqa5+Cx7TkTsd+W5nXweJrn+zDgH7nlh/J3AK+keR4OB86g+Ztsbp2UhwMBPr0ljZtOkp2BM4Ef0Lx+ngT8P27uXDqK5rV2As1UqT+keY3AzNuzqdfulrgvsK6qrp1UvrY9JkmSJGkM9GnqB1W1MckbgROS/G1VXTJFtRfRdEzsV1VXAST5EnAF8CzgXZNPSHJHmg+hf1tV/9SWnQVctIlQTquq17f1zqX5APYE4GsDdXYDjqyqL7f1zge+T/PB+D1J7gccDTyzqk4eeMxvAa8C/mTgWrsA+1fV70YltJ/dbwu8sKo+25atB75J8wH3022nzQuB10/ES9NZshR4DXBaW/Za4NyqmvhG/NPt9f8+yeural17neuBw6vq1+3jXQd8YBN/IwCq6tIkLwbeCPwXcH2SzwMnVNWHB6q+mmbUxaFVdUN7/W8B36X54P8Jmk6d3YGHtDFNfOs/67VGkjyK5gP2wVX1+bb47CT3punYefJA9RuBx1fVTe25+wJPAyZG0iyn6VR5YFVd0JZ9duCx7knzYf13zzVNx9mStt1nbiLMPdvfP5pt+2bo3jQdaM+rqmvasrMnDlbVN5PcRNM58LupUrNsz61eu3OwK/DLKcp/0R6TJEmSNAb6NqICmg/GPwJevonjjwbOAa5Osk37Df41wPnAAZs45/dpvsn/+ERBOy3hPzZRf/DD3I3ApcDSSXU2THRStPV+2MYwMfLiwTTfln94oM7G9v7kERXnb+KD3o003+RPuLj9PRHL/WlGPAx2CEAzeuLeSXZPsjXwwE3U2YrmW3TauM+Z6KRofZQZqKpVwD7Ac2n+pg8BPpTk7weqPZrmW/mNA8/b5TQdTBPP24E0f4t1A9f+ErBhJnFM8miajpEvTTxe+5if4davk89NdFK0LgZ2T7Jde/8Q4JsDnRSTPYpmVMkZUzzWfu1zsDlTTT8ahu8D1wL/muTIydNZNmM27dnUa3dLTfW3yCbKJUmSJHWgdx0V7QfGNwPHtHP4J9sNeCrNh/jBn0cCe23ishPrIPx8Uvnk+xMmf6t7A01Hx6CpPjxvAJa0t5cA10764A/Nbhi3S3KbSWVTuXpwbv/ESISBWCYea/L5E/d3pfl7bbuZOndof+/BpDZV1f/SfNCdVlX9pKr+uaqeQtOR8mngxe1oFto4Xsqtn7e7c/PzdqsYWlvSUbFbe73Jj/cabv06mer5DjDRUXFHmp1kNvdYW9NMexh8rPfTjIpasonzJtal2NKpLZtVVb+gWfdhW+BDwM/TrBFy92lOnU17NvXa3RK/4OZpKYN2YeqRFpIkSZI60KupHwNOpJkf/9Ipjl1FMzLidVMcu2aKMrh5occ7teczcH9L7b6Jsu+0t9cDOya53aTOijsDv253Jpmwpd8WT3x43h34n0mPAU1br6L5kDk53sE60PyNblGnXZvhFos1zkRVXZfkn2m2Kr1nG9tVNCMqptq54cqBGKZai2By7NdzcyfChDtMun8VTUfAnHaQaf0PTTs25SrgJpr1GqZaNHJTHS1foHnu/wS4bJYxXd/+nvx3uMUUiar6CvCY9rl8NM26Kv8KPHQz155Ne4Y50uG7wF5Jdqiq6wbK79sekyRJkjQGejeiAn63vehbaNacmPxt9Gdo1gv4TlWtmfTzvU1c8ts0H+yOnChoF3B83BzC3D0Du2IkuSvNFIuJdSy+TvMh7kmTHvNJbMGaC5twEfBrbrneAjSLQ15SVT9vt4o8fxN1NgJfGYj3jyct1PmE6QJIcodNLKB5r/b3xIfaz9BMVTl/iuftioEYHtSusTFx/YO4dUfFOm7dofHHk+5/hmZExbVTPN6U22NuxmeA/ZP8wSaOf5ZmBMLtp3qsgZEwt9BOFzoDeEW7/sMtJNkrm94BZ2J6zP0G6j8E2HkTj/W/VfUfNJ2Ag7vTTDVaaIvaMwQTU66OmihoF3l9GM1Cr5IkSZLGQF9HVECz68QrgP8DfH6gfBVwDPDZJO+g+db8zsAjgC9W1WmTL1RV/5PkX4D/L8mNNLsIPJPmQ92WfiN8JfD/krwK+F+aBSs30AyPp6rWJjkNeGe7+8JlwJ/RfMB+zhY+5i1U1VVJ3gq8sl0UcQ1N58JhNAt5Tng1zSKbJwEfpFmz43XAvwysB/FWmjUmzkyyimZHi5e3bducQ2gW5TyJpqNhI81z9jLgzKq6vK33GppOnE8kOZHm77cnTQfD+6vqXOAkmpE0n0jyGprFRF/HzSMuJpwBPDvJP9EswvlIbrk4KTTrmJwFnJPkTTQjXXYG9gO2r6pNrYEylVNo/jZnt3F9j2ZNjntX1cuq6ntJ3gN8MMmbaZ6H7Wk61O5dVcdt5trPoXl9r2n/7ucDt6F5PT+XZiHPqbYo/RrNa//t7WvwDsBLgKsnKiQ5nKaz799p1n3ZE/hzBhYCpRmpcHiST9NM8/neHNszpSR3atsEzaiPuyV5EkBVfaT9vS7JCcBb2069n9O8bn7INIu6SpIkSZo/ve2oqKpftx9E3zCp/MokD23L/4lm/vp6mlEK39rMJV9CM1f/NTQfpv8fzbaML9zCEH9Is4XlG2m2Kl0DHF1V1w/U+TPgTTS7fOxC84HzsVU1rBEVAH9LM0z/OTQdNpcBx1TVBycqVNXZSZ5G0wnwpzQdKv9I04ExUecnSQ4D3g6cTtOZcwzwsWke/7y2zlNo/sZb0yyQ+XrgbQPXv6R93l5Ps+XlbWk+aH+mjXniOf8T4D00HSpX0Gwh+8rBB6yqTyR5Bc2uHMe1j//CwVirqpI8gaaz64U060BcRbOd6jumadMtVNX1SQ6hea5fS9PhcQXwzwPVnkuzte6ftXWuplmU84Rprr2h/bv8dXvuG2im6nyTZoebKXcMqaobkhzVxvARms6T59BsKTvhMpqOuL+jGZXy8/Z6rxio82KanXI+QbMw6yNpFnDdovZsxu9xywVd7w4c3N7OQPnzgetoOiRvR9OJM/nflSRJkqQOpdmcQqOQ5D+BbavqEdNWVmeSrAEuqqoVXcciSZIkSX3X2xEVw5bkkTTbZn6DZmTFU2m2YZy8doMkSZIkSdqEkS2mmeQxSb6X5LIkLxvV44yRa2l2gPgw8FGahS9XTMyPlyRJkiRJ0xvJ1I8kW9PMP/9jmt0Dvk4zD/zioT+YJEmSJElaNEY1ouJA4LKq+kG71eAHGdi6U5IkSZIkaSqj6qjYE/jxwP11bZkkSZIkSdImjWoxzUxRdos5JklWAisBVrzs7Q965FHPGlEo4235xad1HYKk+bDiuKnyoiRJkqRJRtVRsQ7Ya+D+UuCngxWqajWwGuCUr13Xyz1S7aSQJEmSJOmWRjX14+vAvZLsk2Q74GnAx0f0WAvWKfse3XUIkiRJkiSNlZGMqKiqm5I8DzgL2Bo4saq+M4rHkiRJkiRJi8eopn5QVZ8EPjmq6y8GTv2QJEmSJOmWRjX1QzPg1A9JkiRJkm7JjgpJkiRJkjQ2Rjb1Q9Nz6of65PKlXUfQrX26DkCSJElaIMaio2L5z1d1HUI37gT8fEnXUUjzYp91/Z7uZEeFJEmSNDNj0VEhqR962ykJwKu6DkCSJElaELa4oyLJXsApwB7ARmB1Vb0tyeuAI9uyDcCKqvrpMIJddBxNoR5ZtWw74G5dh9GZ47sOQJIkSVog5rKY5k3AX1XV/YCHAs9Nsi/wD1X1B1W1H3Am8LdDiHNxutP6riOQ5s3xZ9/QdQiSJEmSFoAtHlFRVeuB9e3ta5KsBfasqosHqu0A1NxClLRY9LqzYkXXAUiSJEkLw1DWqEiyN7A/cF57/w3AcuBXwCOnO3/V/v0dDq7+6fWHdUmSJEmaRqrmNuAhyY7A54E3VNVHJx17ObB9Vb16ivNWAisBnvSmFQ/6w2Om7c/QIuKHdfXOiuPSdQiSJEnSQjCXNSpIsi1wOnDq5E6K1r8CT5zq3KpaXVUHVNUBdlJIkiRJkiSYQ0dFkgAnAGuratVA+b0Gqh0BfHfLw5MkSZIkSX0ylzUqDgKOBb6d5IK27BXAs5Pch2Z70h8CfzG3EBc3p0CoT07Z9+iuQ+jM8q4DkCRJkhaIuez68UVgqjnXn9zycCQtZst/vmr6SovWq7oOQJIkSVoQhrLrhyTNRJ93+Dm+6wAkSZKkBWJOi2lKkiRJkiQNkx0VkiRJkiRpbDj1Q9K86fXisSu6DkCSJElaGBxRIUmSJEmSxsacOyqSbJ3km0nObO8nyRuSXJJkbZLnzz1MSZIkSZLUB8OY+vECYC2wc3t/BbAXcN+q2phk9yE8hiRJkiRJ6oE5jahIshQ4HHjfQPFzgNdW1UaAqtowl8eQJEmSJEn9MdepH28FXgJsHCi7B/DUJGuSfCrJvaY6McnKts6ar3zgc3MMQ5IkSZIkLQZb3FGR5LHAhqo6f9Kh2wDXV9UBwL8AJ051flWtrqoDquqAPzzmkVsahiRJkiRJWkTmskbFQcARSQ4Dtgd2TvIBYB1welvnDOCkuYUoSZIkSZL6YotHVFTVy6tqaVXtDTwN+GxVHQP8O3BIW+0RwCVzjlKSJEmSJPXCMHb9mOyNwKlJXgRcCxw3gseQJEmSJEmL0FA6KqrqXODc9vYvaXYCkSRJkiRJmpW57vohSZIkSZI0NHZUSJIkSZKksTGKNSokaUqXL+06gu7s03UAkiRJ0gJhR4WkefOr3Q7oOgRJkiRJY86OCknzZsM9HFcgSZIkafNSVVt+crIL8D7g/kABzwJ+DbwH2BG4AvjTqrp6sxd6//u2PAgtSKuWbdd1CNK8Ov4uy9N1DJIkSdJCMNfFNN8GfLqq7gs8AFhL03Hxsqr6feAM4MVzfAxJkiRJktQTWzyiIsnOwIXA3WvgIkmuBm5fVZVkL+Csqtp3sxdzRIV65JR9j+46hM4sv/i0rkPozorjHFEhSZIkzcBc1qi4O/Bz4KQkDwDOB14AXAQcAXwMeDKw11QnJ1kJrAR47zOOZeXBD59DKJLG3dHrf8mNux7adRid2bbrACRJkqQFYi4jKg4AvgocVFXnJXkbcDVwKvB24I7Ax4HnV9UdN3sxR1SoR/q8Psdu657YdQidWX7gDo6okCRJkmZgLmtUrAPWVdV57f2PAA+squ9W1bKqehBwGvD9uQYpSZIkSZL6YYunflTVz5L8OMl9qup7wKOAi5PsXlUbkmwFvJJmBxBJ4sqlp3cdQof+//buPsrOur73/vtjEkWBAIpYIChUEeFwJGhETqlIQREURUu5hSpPilELCmp97GmpdnkXq1La2lvPCBhcIi0V8AGf4KiY26rggAkEg4CKGMkxWlCebsGQ7/3HvlLHaZK5JjOTa+8979dae821f9fv2vP5ZaKs+eb3cGLXASRJkqSBMNVTP94AXJTkBmAh8H8Dxye5BbgZuBP42BS/hyRJkiRJmiWmspkmVbUMWDSu+R+alyRJkiRJ0qRMdUaFJEmSJEnStLFQIUmSJEmS+saUln5I0mS8+cqHuo7QnZO7DiBJkiQNBgsVkraIl33vIX60oOsU3dmj6wCSJEnSgJhSoSLJGcBrgAAfrapzk7wfeDHwEPAD4JSq+uWUk0oaaJfv80je8J3Duo4hSZIkqc9tdqEiyb70ihQH0CtKfCnJ54GrgHdW1dok7wPeCbx9OsJKGmxfO3SbriN05vCuA0iSJEkDYiqbae4NfLuqHqiqtcDXgZdV1ZXNe4BvA7N4srek9fbd9uiuI0iSJEkaAFNZ+rECeG+SxwH/H/BCYHRcn1cB/zqF7yENndm7oeS/8fF9ju86RHcO6DqAJEmSNBg2e0ZFVa0E3kdvqceXgOXA+pkUJPmL5v1FG3o+yeIko0lGR65eurkxJEmSJEnSEJnK0g+q6vyqekZVHQzcBdwKkOQk4CjgFVVVG3l2pKoWVdWixYccPJUYkiRJkiRpSEz11I+dqmpNkicCfwz8jyRH0Ns887lV9cB0hJQkSZIkSbPDlAoVwKXNHhW/AU6rqruTfAh4FHBVEuhtuPm6KX4fSZIkSZI0C0ypUFFVOaurvAAAIABJREFUz9lA21Om8pmSJEmSJGn2mtIeFZIkSZIkSdPJQoUkSZIkSeobFiokSZIkSVLfsFAhSZIkSZL6xlRP/ZCk1k78+TldR+jQX3YdQJIkSRoIExYqklwAHAWsqap9m7Zjgb8G9gYOqKrRpn13YCXw/eZxjyaV9J/O2f9JXUfozJu7DiBJkiQNiDZLP5YAR4xrWwH8MbB0A/1/UFULm5dFCkmSJEmS1NqEMyqqamkzU2Js20qAJDOTSpIkSZIkzUozsZnmHkm+m+TrSZ4zA58vSZIkSZKG1HQXKlYDT6yq/ektyf5kkvkb6phkcZLRJKMjV29oBYkkSZIkSZptprVQUVUPVtV/NNfXAT8AnrqRviNVtaiqFi0+5ODpjCFJkiRJkgbUtBYqkjw+yZzm+veBPYEfTuf3kCRJkiRJw6vN8aQXA4cAOyZZBZwF3AX8E/B44PNJllXVC4CDgfckWQs8DLyuqu6aqfCSJEmSJGm4tDn14/iN3Lp8A30vBS6daihJkiRJkjQ7zcSpH5IkSZIkSZvFQoWkLeKcwx/ZdQRJkiRJA8BChaQt4s1XPtR1BEmSJEkDwEKFJEmSJEnqGxYqJG0RLv2QJEmS1EarQkWSC5KsSbJiTNvfJLkhybIkVybZpWnfLsnnkixPclOSU2YqvKTB4dIPSZIkSW20nVGxBDhiXNv7q+rpVbUQuAL4q6b9NOB7VbUfcAjwwST+U6okSZIkSZpQq0JFVS0F7hrXds+Yt1sDtf4WsG2SANs0z62delRJg8ylH5IkSZLamNIeFUnem+QnwCv47YyKDwF7A3cCNwJnVNW6DTy7OMloktGRq5dOJYakAeDSD0mSJEltTKlQUVV/UVW7ARcBpzfNLwCWAbsAC4EPJZm/gWdHqmpRVS1afMjBU4khSZIkSZKGxHSd+vFJ4Jjm+hTgsuq5DfgR8LRp+j6SBpRLPyRJkiS1sdmFiiR7jnn7EuDm5voO4LCmzxOAvYAfbu73kTQcXPohSZIkqY25bToluZjeCR47JlkFnAW8MMlewDrgx8Drmu5/AyxJciMQ4O1V9YvpDi5JkiRJkoZPq0JFVR2/gebzN9L3TuDwqYSSNHxc+iFJkiSpjenao0KSNsmlH5IkSZLasFAhSZIkSZL6hoUKSVuESz8kSZIktWGhQtIW4dIPSZIkSW1MuJlmkguAo4A1VbXvmPY3AKcDa4HPV9XbkjwO+BTwLGBJVZ0+M7ElDaJZXaw4uesAkiRJ0mBoc+rHEuBDwMfXNyT5I+Bo4OlV9WCSnZpbvwb+Eti3eUmSJEmSJLU24dKPqloK3DWu+fXA2VX1YNNnTfP1/qr6Br2ChSRJkiRJ0qRs7h4VTwWek+SaJF9P8qzpDCVJkiRJkmanzS1UzAV2AA4E3gpckiST+YAki5OMJhkduXrpZsaQJEmSJEnDpM0eFRuyCrisqgq4Nsk6YEfg520/oKpGgBEAlpxXm5lDkiRJkiQNkc2dUfFp4FCAJE8FHgn8YrpCSZIkSZKk2anN8aQXA4cAOyZZBZwFXABckGQF8BBwUjO7giS3A/OBRyZ5KXB4VX1vZuJLkiRJkqRhMmGhoqqO38itV26k/+5TCSRJkiRJkmavzV36IUmSJEmSNO0sVEiSJEmSpL5hoUKSJEmSJPUNCxWSJEmSJKlvWKiQJEmSJEl9o1WhIskFSdY0x5Gub1uY5NtJliUZTXLAuGeeleThJH8y3aElSZIkSdJwajujYglwxLi2vwPeXVULgb9q3gOQZA7wPuDL05BRkiRJkiTNEq0KFVW1FLhrfDMwv7neDrhzzL03AJcCa6YaUJIkSZIkzR5zp/DsmcCXk3yAXsHjDwCS7Aq8DDgUeNaUE0qSJEmSpFljKptpvh54U1XtBrwJOL9pPxd4e1U9vKmHkyxu9rYYHbl66RRiSJIkSZKkYZGqatcx2R24oqr2bd7/Cti+qipJgF9V1fwkPwLSPLYj8ACwuKo+vdEPX3JeuxCSNKhOPjUTd5IkSZI0laUfdwLPBa6mt8zjVoCq2mN9hyRL6BU3Nl6kkCRJkiRJarQqVCS5GDgE2DHJKuAs4DXAPySZC/waWDxTISVJkiRJ0uzQqlBRVcdv5NYzJ3ju5MkGkiRJkiRJs9dUNtOUJEmSJEmaVhYqJEmSJElS37BQIUmSJEmS+oaFCkmSJEmS1DcsVEiSJEmSpL4xYaEiyW5JvpZkZZKbkpzRtD82yVVJbm2+7tC0vzXJsua1IsnDSR470wORJEmSJEmDr82MirXAW6pqb+BA4LQk+wDvAL5SVXsCX2neU1Xvr6qFVbUQeCfw9aq6a2biS5IkSZKkYTJhoaKqVlfV9c31vcBKYFfgaODCptuFwEs38PjxwMXTE1WSJEmSJA27Se1RkWR3YH/gGuAJVbUaesUMYKdxfR8DHAFcOh1BJUmSJEnS8GtdqEiyDb2iw5lVdU+LR14M/PvGln0kWZxkNMnoyNVL28aQJEmSJElDbG6bTknm0StSXFRVlzXNP0uyc1WtTrIzsGbcY8exiWUfVTUCjACw5LyabHBJkiRJkjR82pz6EeB8YGVVnTPm1meBk5rrk4DPjHlmO+C5Y9skSZIkSZIm0mZGxUHACcCNSZY1be8CzgYuSfJq4A7g2DHPvAy4sqrun86wkiRJkiRpuE1YqKiqbwDZyO3DNvLMEmDJZqeSJEmSJEmz0qRO/ZAkSZIkSZpJFiokSZIkSVLfsFAhSZIkSZL6hoUKSZIkSZLUNyxUSJIkSZKkvjFhoSLJbkm+lmRlkpuSnNG0/02SG5IsS3Jlkl2a9iT5xyS3NfefMdODkCRJkiRJw6HNjIq1wFuqam/gQOC0JPsA76+qp1fVQuAK4K+a/kcCezavxcCHpz+2JEmSJEkaRhMWKqpqdVVd31zfC6wEdq2qe8Z02xqo5vpo4OPV821g+yQ7T3NuSZIkSZI0hCa1R0WS3YH9gWua9+9N8hPgFfx2RsWuwE/GPLaqaRv/WYuTjCYZHbl66eSTS5IkSZKkodO6UJFkG+BS4Mz1symq6i+qajfgIuD09V038Hj9l4aqkapaVFWLFh9y8OSTS5IkSZKkodOqUJFkHr0ixUVVddkGunwSOKa5XgXsNubeAuDOqYSUJEmSJEmzQ5tTPwKcD6ysqnPGtO85pttLgJub688CJzanfxwI/KqqVk9jZkmSJEmSNKTmtuhzEHACcGOSZU3bu4BXJ9kLWAf8GHhdc+8LwAuB24AHgFOmNbEkSZIkSRpaExYqquobbHjfiS9spH8Bp00xlyRJkiRJmoUmdeqHJEmSJEnSTGqz9EOSpsWPFnSdoDt7dB1AkiRJGhDOqJAkSZIkSX3DQoWkLWI2z6aQJEmS1F6b40l3S/K1JCuT3JTkjKb9r5P8NMmy5vXCpv2AMW3Lk7xspgchqf/tsarrBJIkSZIGQZs9KtYCb6mq65NsC1yX5Krm3t9X1QfG9V8BLKqqtUl2BpYn+VxVrZ3G3JIkSZIkaQi1OZ50NbC6ub43yUpg1030f2DM262AmmpISYPPpR+SJEmS2pjUHhVJdgf2B65pmk5PckOSC5LsMKbfs5PcBNwIvM7ZFJJc+iFJkiSpjdaFiiTbAJcCZ1bVPcCHgScDC+nNuPjg+r5VdU1V/TfgWcA7k2y1gc9bnGQ0yejI1UunOAxJkiRJkjQMWhUqksyjV6S4qKouA6iqn1XVw1W1DvgocMD456pqJXA/sO8G7o1U1aKqWrT4kIOnMgZJA8ClH5IkSZLamHCPiiQBzgdWVtU5Y9p3bvavAHgZvU00SbIH8JNmM80nAXsBt093cEmDZY9V8Jsdjuw6hiRJkqQ+1+bUj4OAE4Abkyxr2t4FHJ9kIb3NMm8HXtvc+0PgHUl+A6wD/qyqfjGtqSVJkiRJ0lBKVR8cyrHkvD4IIWkmzfbZFPOO3jVdZ5AkSZIGwaRO/ZCkzTXv7i92HUGSJEnSALBQIUmSJEmS+oaFCklbxGxf+iFJkiSpnTabaUrSlM27+4ssW7io6xidWciuXUeQJEmSBoKFCklbzML9VnQdoUMLuw4gSZIkDYQJl34k2S3J15KsTHJTkjOa9n9Nsqx53T7m6FKSPD3Jt5r+NybZaiYHIWkAnOT/DUiSJEmaWJsZFWuBt1TV9Um2Ba5LclVVvXx9hyQfBH7VXM8FPgGcUFXLkzwO+M0MZJc0SC78tcUKSZIkSROasFBRVauB1c31vUlWArsC3wNIEuD/Ag5tHjkcuKGqljfP/McM5JY0gK6878VdR+jM4dt2nUCSJEkaDJM69SPJ7sD+wDVjmp8D/Kyqbm3ePxWoJF9Ocn2St01HUEmD7cpjju06giRJkqQB0LpQkWQb4FLgzKq6Z8yt44GLx7yfC/wh8Irm68uSHLaBz1ucZDTJ6MjVSzcrvKTBcfil/9Z1BEmSJEkDoNWpH0nm0StSXFRVl41pnwv8MfDMMd1XAV+vql80fb4APAP4ytjPrKoRYASAJefV5g9BkiRJkiQNizanfgQ4H1hZVeeMu/084OaqWjWm7cvA05M8pilkPJdmPwtJkiRJkqRNabP04yDgBODQMceRvrC5dxy/u+yDqrobOAf4DrAMuL6qPj+NmSVJkiRJ0pBqc+rHN4Bs5N7JG2n/BL0jSiVJkiRJklqb1KkfkiRJkiRJM8lChSRJkiRJ6hsWKiRJkiRJUt+wUCFJkiRJkvqGhQpJkiRJktQ3JixUJNktydeSrExyU5Izmvb9knwryY1JPpdkftP+yCQfa9qXJzlkhscgSZIkSZKGRJsZFWuBt1TV3sCBwGlJ9gHOA95RVf8duBx4a9P/NQBN+/OBDyZx5oYkSZIkSZrQhAWEqlpdVdc31/cCK4Fdgb2ApU23q4Bjmut9gK80/dcAvwQWTW9sSZIkSZI0jCY10yHJ7sD+wDXACuAlza1jgd2a6+XA0UnmJtkDeOaYe2M/a3GS0SSjI1cvHX9bkiRJkiTNQq0LFUm2AS4Fzqyqe4BX0VsGch2wLfBQ0/UCYBUwCpwLfJPe8pHfUVUjVbWoqhYtPuTgqY1CkiRJkiQNhbltOiWZR69IcVFVXQZQVTcDhzf3nwq8qGlfC7xpzLPfBG6d3tiSJEmSJGkYtTn1I8D5wMqqOmdM+07N10cA/xP4SPP+MUm2bq6fD6ytqu/NQHZJkiRJkjRk2syoOAg4AbgxybKm7V3AnklOa95fBnysud4J+HKSdcBPm2clSZIkSZImNGGhoqq+AWQjt/9hA/1vp3ciiCT9pyuPObbrCJIkSZIGwKRO/ZCkzXX4pf/WdQRJkiRJA6DVZpqSps+yhYu6jtCZFfd+pusInTl82xO7jiBJkiQNBAsV0ha25sl7dB2hE7O5SCFJkiSpPQsVkraIfbc9enYv/zi56wCSJEnSYHCPCkmSJEmS1DcmLFQk2SrJtUmWJ7kpybub9ouSfD/JiiQXJJnXtL8iyQ3N65tJ9pvpQUjqf7N6NoUkSZKk1lJVm+6QBNi6qu5rihHfAM4AHgt8sen2SWBpVX04yR8AK6vq7iRHAn9dVc/e1PdY/r/ZdIghtt+q87qOIG0x5xz+yK4jdObNu5y4sWOeJUmSJI0x4R4V1atk3Ne8nde8qqq+sL5PkmuBBU3/b455/Nvr2zdlv8M+MYnIQ+bCrgNIW86Oq47pOkJ3duk6gCRJkjQYWm2mmWQOcB3wFOCfq+qaMffmASfQm2Ux3qv57ayL8Z+5GFgM8L8+cgqLFx86ueTD4MJfd51A2mJ6syku7TpGhzyeVJIkSWpjwqUfv9M52R64HHhDVa1o2j4K3F9VZ47r+0fA/wP8YVX9xyY/uD4xa5d+WKyQZomTT3XphyRJktTCpI4nrapfJrkaOAJYkeQs4PHAa8f2S/J04DzgyAmLFLPdSVt1naAbFmgkSZIkSRvQ5tSPxzczKUjyaOB5wM1JTgVeABxfVevG9H8icBlwQlXdMjOxJUmSJEnSMGpz6sfT6W35OIdeYeOSqnpPkrXAj4F7m66XNe3nAcc09wDWVtWiTX2PK+/91axd+uGRjZpNPr7P8V1H6MyJB2zt0g9JkiSphTanftwA7L+B9g0+W1WnAqdOPZqkYfOLBW6mKUmSJGnTJrVHhaaXsyk027z5yoe6jtCdk7sOIEmSJA2GSZ36MVNc+iHNDlcec2zXETpz+LbbufRDkiRJaqEvChVAX4SQpBlkoUKSJElqYcJTPyRJkiRJkraUNseTbpXk2iTLk9yU5N3j7v9TkvvGvD85yc+TLGtebqwpSZIkSZJaabOZ5oPAoVV1X5J5wDeSfLGqvp1kEbD9Bp7516o6fVqTSpIkSZKkoTfhjIrqWT9jYl7zqiRzgPcDb5vBfJIkSZIkaRZptUdFkjlJlgFrgKuq6hrgdOCzVbV6A48ck+SGJJ9Ksts05pUkSZIkSUOsVaGiqh6uqoXAAuCAJAcDxwL/tIHunwN2r6qnA/8buHBDn5lkcZLRJKMjIyObl16SJEmSJA2VSR9PmuSs5vL1wK+b6ycCP6yqp4zrOwe4q6q2m+BjPZ5U0rDzeFJJkiSphTanfjw+yfbN9aOB5wHXVdXvVdXuVbU78MD6IkWSncc8/hJg5fTHliRJkiRJw6jNqR87Axc2syMeAVxSVVdsov8bk7wEWAvcBZw85ZSSJEmSJGlWmPTSjxnSFyEkaQa59EOSJElqodVmmpIkSZIkSVuChQpJkiRJktQ3LFRIkiRJkqS+YaFCkiRJkiT1DQsVkiRJkiSpb0xYqEiyVZJrkyxPclOSdzftSfLeJLckWZnkjU37dkk+N6b/KTM9CEmSJEmSNBzmtujzIHBoVd2XZB7wjSRfBPYGdgOeVlXrkuzU9D8N+F5VvTjJ44HvJ7moqh6akRFIkiRJkqShMWGhoqoKuK95O695FfB64E+ral3Tb836R4BtkwTYBrgLWDvNuSVJkiRJ0hBqtUdFkjlJlgFrgKuq6hrgycDLk4wm+WKSPZvuH6I32+JO4EbgjPXFDEmSJEmSpE1pVaioqoeraiGwADggyb7Ao4BfV9Ui4KPABU33FwDLgF2AhcCHkswf/5lJFjdFjtGRkZFpGIokSZIkSRp06a3smMQDyVnA/cCpwBFVdXuzzOOXVbVdks8DZ1fV/9v0/yrwjqq6dhMfO7kQkjR40nUASZIkaRC0OfXj8Um2b64fDTwPuBn4NHBo0+25wC3N9R3AYU3/JwB7AT+c3tiSJEmSJGkYTTijIsnTgQuBOfQKG5dU1Xua4sVFwBPpbbb5uqpanmQXYAmwM71/QTy7qj4xQQ5nVEgads6okCRJklqY9NKPGdIXISRpBlmokCRJklpotZmmJEmSJEnSlmChQpIkSZIk9Q0LFZIkSZIkqW9YqJAkSZIkSX3DQoUkSZIkSeobExYqkmyV5Noky5PclOTdTfuhSa5PsiLJhUnmNu1PS/KtJA8m+fOZHoAkSZIkSRoebWZUPAgcWlX7AQuBI5L8AXAhcFxV7Qv8GDip6X8X8EbgAzOQV5IkSZIkDbEJCxXVc1/zdl7zehh4sKpuadqvAo5p+q+pqu8Av5mBvJIkSZIkaYi12qMiyZwky4A19IoS1wLzkixquvwJsNtkvnGSxUlGk4yOjIxM5lFJkiRJkjSk5rbpVFUPAwuTbA9cDvw34Djg75M8CrgSWDuZb1xVI8D6CkVN5llJkiRJkjScJnXqR1X9ErgaOKKqvlVVz6mqA4ClwK0zkE+SJEmSJM0ibU79eHwzk4IkjwaeB9ycZKem7VHA24GPzGRQSZIkSZI0/Nos/dgZuDDJHHqFjUuq6ook709yVNP24ar6KkCS3wNGgfnAuiRnAvtU1T0zMwRJkiRJkjQsUtUX20P0RQhJmkHpOoAkSZI0CCa1R4UkSZIkSdJMslAhSZIkSZL6hoUKSZIkSZLUNyxUSJIkSZKkvtG6UJFkTpLvJrmieX96ktuSVJIdN9D/WUkeTvIn0xlYkiRJkiQNr8nMqDgDWDnm/b8DzwN+PL5jc5Tp+4AvTymdJEmSJEmaVVoVKpIsAF4EnLe+raq+W1W3b+SRNwCXAmumGlCSJEmSJM0ebWdUnAu8DVg3UcckuwIvAz4yhVySJEmSJGkWmrBQkeQoYE1VXdfyM88F3l5VD0/wuYuTjCYZHRkZafnRkiRJkiRpmKWqNt0h+VvgBGAtsBUwH7isql7Z3L8dWFRVv2je/whI8/iOwAPA4qr69Ca+zaZDSNLgy8RdJEmSJE1YqPidzskhwJ9X1VFj2m5nTKFiXP8lwBVV9akJPtpChaRhZ6FCkiRJamEyp378jiRvTLIKWADckOS8iZ6RJEmSJEnalEnNqJhBfRFCkmaQMyokSZKkFjZ7RoUkSZIkSdJ0s1AhSZIkSZL6hoUKSZIkSZLUNyxUSJIkSZKkvmGhQpIkSZIk9Y25bTsmmQOMAj+tqqOSnA8soreT/S3AyVV1X5K/B/6oeewxwE5Vtf0055YkSZIkSUOo9fGkSd5MrzAxvylUzK+qe5p75wBrqurscc+8Adi/ql41wcd7PKmkYefxpJIkSVILrZZ+JFkAvAg4b33bmCJFgEez4WLD8cDFU48pSZIkSZJmg7Z7VJwLvA1YN7YxyceA/wM8DfincfeeBOwBfHXqMSVJkiRJ0mwwYaEiyVH0lnVcN/5eVZ0C7AKsBF4+7vZxwKeq6uGNfO7iJKNJRkdGRiafXJIkSZIkDZ0J96hI8rfACcBaYCtgPnBZVb1yTJ/nAm+tqqPGtH0XOK2qvtkih3tUSBp27lEhSZIktTDhjIqqemdVLaiq3enNkvgqcEKSp8B/7lHxYuDm9c8k2QvYAfjWTISWJEmSJEnDqfXxpOMEuDDJ/OZ6OfD6MfePB/6l2h4pIkmSJEmSxCSOJ51hfRFCkmaQSz8kSZKkFtqe+iFJkiRJkjTjLFRIkiRJkqS+YaFCkiRJkiT1DQsVkiRJkiSpb1iokCRJkiRJfaN1oSLJnCTfTXJF8z5J3pvkliQrk7xxTPs/JrktyQ1JnjFT4SVJkiRJ0nCZO4m+ZwArgfnN+5OB3YCnVdW6JDs17UcCezavZwMfbr5KkiRJkiRtUqsZFUkWAC8CzhvT/HrgPVW1DqCq1jTtRwMfr55vA9sn2XkaM0uSJEmSpCHVdunHucDbgHVj2p4MvDzJaJIvJtmzad8V+MmYfquaNkmSJEmSpE2asFCR5ChgTVVdN+7Wo4BfV9Ui4KPABesf2cDH1AY+d3FT5BgdGRmZZGxJkiRJkjSMUvVfagi/2yH5W+AEYC2wFb09Ki4DFgFHVNXtSQL8sqq2S/K/gKur6uLm+e8Dh1TV6k18m02HkKTBt6EiriRJkqRxJpxRUVXvrKoFVbU7cBzw1ap6JfBp4NCm23OBW5rrzwInNqd/HAj8aoIihSRJkiRJEjC5Uz/GOxu4KMmbgPuAU5v2LwAvBG4DHgBOmVJCSZIkSZI0a0y49GML6YsQkjSDXPohSZIktdD21A9JkiRJkqQZZ6FCkiRJkiT1DQsVkiRJkiSpb1iokCRJkiRJfcNChSRJkiRJ6hutCxVJ5iT5bpIrmveHJbk+ybIk30jylKb9dUluHNO+z0yFlyRJkiRJw6X18aRJ3gwsAuZX1VFJbgGOrqqVSf4MOKCqTk4yv6ruaZ55CfBnVXXEBB/v8aSShp3Hk0qSJEkttJpRkWQB8CLgvDHNBcxvrrcD7gRYX6RobI1FCEmSJEmS1FLbpR/nAm8D1o1pOxX4QpJVwAnA2etvJDktyQ+AvwPeuKEPTLI4yWiS0ZGRkc0KL0mSJEmShsuESz+SHAW8sKr+LMkhwJ83Sz8uA95XVdckeSuwV1WdOu7ZPwVeUFUnTZDDWReShp1LPyRJkqQW2hQq/pbejIm1wFb0lnt8DXhaVT256fNE4EtVtc+4Zx8B3F1V202Qw0KFpGFnoUKSJElqYcKlH1X1zqpaUFW7A8cBXwWOBrZL8tSm2/OBlQBJ9hzz+IuAW6c1sSRJkiRJGlpzN+ehqlqb5DXApUnWAXcDr2pun57kecBvmvaJln1IkiRJkiQBkziedIb1RQhJmkEu/ZAkSZJaaHvqhyRJkiRJ0oyzUCFJkiRJkvqGhQpJkiRJktQ3LFRIkiRJkqS+0apQkeT2JDcmWZZktGl7bJKrktzafN1hTP9Dmr43Jfn6TIWXJEmSJEnDpdWpH0luBxZV1S/GtP0dcFdVnZ3kHcAOVfX2JNsD3wSOqKo7kuxUVWsm+Bae+iFp2HnqhyRJktTCVJZ+HA1c2FxfCLy0uf5T4LKqugOgRZFCkiRJkiQJaF+oKODKJNclWdy0PaGqVgM0X3dq2p8K7JDk6qb/idMbWZIkSZIkDau2hYqDquoZwJHAaUkO3kTfucAzgRcBLwD+MslTx3dKsjjJaJLRkZGRyeaWJEmSJElDaG6bTlV1Z/N1TZLLgQOAnyXZuapWJ9kZWL/EYxXwi6q6H7g/yVJgP+CWcZ85AqyvULhHhSRJkiRJmnhGRZKtk2y7/ho4HFgBfBY4qel2EvCZ5vozwHOSzE3yGODZwMrpDi5JkiRJkoZPmxkVTwAuT7K+/yer6ktJvgNckuTVwB3AsQBVtTLJl4AbgHXAeVW1YkbSS5IkSZKkodLqeNItoC9CSNIM8nhSSZIkqYWpHE8qSZIkSZI0rSxUSJIkSZKkvmGhQpIkSZIk9Q0LFZIkSZIkqW/0S6EiXb6SvLbrDI7bsTv2oR+3JEmSpBb6pVDRtcVdB+jIbB03OPbZaLaOW5IkSRooFiokSZIkSVLfsFAhSZIkSZL6hoWKnpGuA3Rkto4bHPtsNFvHLUmSJA2UVFXXGSRJkiRJkgBnVEiSJEmSpD5ioUKSJEmSJPWNoSxUJLkgyZokK8a07ZfkW0luTPK5JPOb9lckWTbmtS7JwubeM5v+tyX5xyTpakxaguYsAAALLUlEQVRtTXLs85Jc2LSvTPLOMc8ckeT7zdjf0cVYJmOS435kko817cuTHDLmmUH8me+W5GvNz/CmJGc07Y9NclWSW5uvOzTtacZ2W5IbkjxjzGed1PS/NclJXY2pjc0Y99Oavw8PJvnzcZ81UH/fJUmSpGE2lIUKYAlwxLi284B3VNV/By4H3gpQVRdV1cKqWgicANxeVcuaZz4MLAb2bF7jP7MfLaHl2IFjgUc17c8EXptk9yRzgH8GjgT2AY5Pss+WCD8FS2g/7tcANO3PBz6YZP3/FgbxZ74WeEtV7Q0cCJzW/LzeAXylqvYEvtK8h97Pdf34FtMbM0keC5wFPBs4ADhr/S/5fWqy474LeCPwgbEfMqB/3yVJkqShNZSFiqpaSu+XkrH2ApY211cBx2zg0eOBiwGS7AzMr6pvVW/H0Y8DL52ZxNNnkmMvYOskc4FHAw8B99D7JfW2qvphVT0E/Atw9Exnn4pJjnsfer/AUlVrgF8Ciwb4Z766qq5vru8FVgK70vuZXdh0u5DfjuVo4OPV821g+2bsLwCuqqq7qupuen9mfVuomey4q2pNVX0H+M24jxq4v++SJEnSMBvKQsVGrABe0lwfC+y2gT4vpylU0PuFZ9WYe6uatkG0sbF/CrgfWA3cAXygqu6iN86fjHl+UMe+sXEvB45OMjfJHvRmk+zGEPzMk+wO7A9cAzyhqlZD75d6YKem28Z+vgP7c2857o0Z2HFLkiRJw2g2FSpeRW9q+HXAtvRmD/ynJM8GHqiq9XscbGhvgkE9y3VjYz8AeBjYBdgDeEuS32d4xr6xcV9A75fRUeBc4Jv0lhEM9LiTbANcCpxZVfdsqusG2moT7X1tEuPe6EdsoK3vxy1JkiQNq7ldB9hSqupm4HCAJE8FXjSuy3H8djYF9H6RXTDm/QLgzpnMOFM2MfY/Bb5UVb8B1iT5d2ARvX9dHjvjZCDHvrFxV9Va4E3r+yX5JnArcDcD+jNPMo/eL+sXVdVlTfPPkuxcVaubpR1rmvZVbPjnuwo4ZFz71TOZe6omOe6N2difhyRJkqQOzJoZFUl2ar4+AvifwEfG3HsEvaUB/7K+rZkyfm+SA5uTH04EPrNFQ0+TTYz9DuDQ5hSIreltSHgz8B1gzyR7JHkkvSLOZ7d88qnZ2LiTPKYZL0meD6ytqu8N6s+8yXo+sLKqzhlz67PA+pM7TuK3Y/kscGLzcz8Q+FUz9i8DhyfZodlE8/CmrS9txrg3Zij+vkuSJEnDYihnVCS5mN6/DO+YZBW9kwy2SXJa0+Uy4GNjHjkYWFVVPxz3Ua+nd5rEo4EvNq++Nsmx/3NzvYLe9PePVdUNzeecTu+X1DnABVV10xYbxGaY5Lh3Ar6cZB3wU3qnvaw3cD9z4CB6Y7gxyfoTa94FnA1ckuTV9IpSxzb3vgC8ELgNeAA4BaCq7kryN/R+cQd4T7NnSb+a1LiT/B695T7zgXVJzgT2qap7Bu3vuyRJkjTM0jvcQJIkSZIkqXuzZumHJEmSJEnqfxYqJEmSJElS37BQIUmSJEmS+oaFCkmSJEmS1DcsVEiSJEmSpL5hoUKSJEmSJPUNCxWSJEmSJKlvWKiQJEmSJEl9w0KFJEmSJEnqGxYqJEmSJElS37BQIUmSJEmS+sbcrgNIUlc+fu391XWGyTrx5+d0HWGznLP/k7qOMGlvvvKhriNM2vIFp3YdYbPM57yuI0zagvuP7DrCpN30pJ93HWGzLNxvRdcRJu3K+17cdYTNcvi226XrDJIEzqiQJEmSJEl9xEKFJEmSJEnqGxYqJEmSJElS37BQIUmSJEmS+oaFCkmSJEmS1DcsVEiSJEmSpL5hoUKSJEmSJPUNCxWSJEmSJKlvWKiQJEmSJEl9w0KFJEmSJEnqGxYqJEmSJElS37BQIUmSJEmS+oaFCkmSJEmS1DcsVEiSJEmSpL5hoUKSJEmSJPUNCxWSJEmSJKlvWKiQJEmSJEl9w0KFJEmSJEnqGxYqJEmSJElS37BQIUmSJEmS+oaFCkmSJEmS1DcsVEiSJEmSpL5hoUKSJEmSJPUNCxWSJEmSJKlvWKiQJEmSJEl9w0KFJEmSJEnqGxYqJEmSJElS37BQIUmSJEmS+kaqqusMkjQ0kiyuqpGuc0zGIGYGc29p5t6yzL1lmVuS+oszKiRpei3uOsBmGMTMYO4tzdxblrm3LHNLUh+xUCFJkiRJkvqGhQpJkiRJktQ3LFRI0vQaxLXCg5gZzL2lmXvLMveWZW5J6iNupilJkiRJkvqGMyokSZIkSVLfsFAhSVOU5IIka5Ks6DrLZCTZLcnXkqxMclOSM7rO1EaSrZJcm2R5k/vdXWeajCRzknw3yRVdZ2krye1JbkyyLMlo13naSrJ9kk8lubn5e/4/us40kSR7NX/O61/3JDmz61xtJHlT87/JFUkuTrJV15kmkuSMJu9N/f7nvKH/1iR5bJKrktzafN2hy4ySNF0sVEjS1C0Bjug6xGZYC7ylqvYGDgROS7JPx5naeBA4tKr2AxYCRyQ5sONMk3EGsLLrEJvhj6pqYVUt6jrIJPwD8KWqehqwHwPw515V32/+nBcCzwQeAC7vONaEkuwKvBFYVFX7AnOA47pNtWlJ9gVeAxxA7+/HUUn27DbVJi3hv/635h3AV6pqT+ArzXtJGngWKiRpiqpqKXBX1zkmq6pWV9X1zfW99H6J27XbVBOrnvuat/Oa10BsuJRkAfAi4Lyuswy7JPOBg4HzAarqoar6ZbepJu0w4AdV9eOug7Q0F3h0krnAY4A7O84zkb2Bb1fVA1W1Fvg68LKOM23URv5bczRwYXN9IfDSLRpKkmaIhQpJEkl2B/YHruk2STvN8ollwBrgqqoaiNzAucDbgHVdB5mkAq5Mcl2SxV2Haen3gZ8DH2uW2pyXZOuuQ03SccDFXYdoo6p+CnwAuANYDfyqqq7sNtWEVgAHJ3lckscALwR26zjTZD2hqlZDr/gM7NRxHkmaFhYqJGmWS7INcClwZlXd03WeNqrq4WZq/ALggGYKd19LchSwpqqu6zrLZjioqp4BHElvidDBXQdqYS7wDODDVbU/cD8DNC0+ySOBlwD/1nWWNpq9EY4G9gB2AbZO8spuU21aVa0E3gdcBXwJWE5vSZwkqWMWKiRpFksyj16R4qKquqzrPJPVTOW/msHYI+Qg4CVJbgf+BTg0ySe6jdROVd3ZfF1Db7+EA7pN1MoqYNWY2Tafole4GBRHAtdX1c+6DtLS84AfVdXPq+o3wGXAH3ScaUJVdX5VPaOqDqa3rOLWrjNN0s+S7AzQfF3TcR5JmhYWKiRplkoSeuv3V1bVOV3naSvJ45Ns31w/mt4vSDd3m2piVfXOqlpQVbvTm9L/1arq639xBkiydZJt118Dh9ObMt/Xqur/AD9JslfTdBjwvQ4jTdbxDMiyj8YdwIFJHtP8f8thDMDmpUl2ar4+EfhjBuvPHOCzwEnN9UnAZzrMIknTZm7XASRp0CW5GDgE2DHJKuCsqjq/21StHAScANzY7PcA8K6q+kKHmdrYGbgwyRx6BfdLqmpgjvocQE8ALu/97slc4JNV9aVuI7X2BuCiZhnFD4FTOs7TSrNfwvOB13adpa2quibJp4Dr6S2f+C4w0m2qVi5N8jjgN8BpVXV314E2ZkP/rQHOBi5J8mp6xaJju0soSdMnVQOxUbokSZIkSZoFXPohSZIkSZL6hoUKSZIkSZLUNyxUSJIkSZKkvmGhQpIkSZIk9Q0LFZIkSZIkqW9YqJAkSZIkSX3DQoUkSZIkSeobFiokSZIkSVLf+P8BlUD30ZfBg/wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1440 with 13 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "indexplot_seq(df_LA, clustering=\"seqC2\", palette=\"pastel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:geosnap]",
   "language": "python",
   "name": "conda-env-geosnap-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
